{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate time series classification with sktime\n",
    "\n",
    "In this notebook, we will use sktime for univariate time series classification. Here, we have a single time series variable and an associated label for multiple instances. The goal is to find a classifier that can learn the relationship between time series and label and accurately predict the label of new series.\n",
    "\n",
    "When you have multiple time series variables and want to learn the relationship between them and a label, you can take a look at our [multivariate time series classification notebook](https://github.com/alan-turing-institute/sktime/blob/main/examples/03_classification_multivariate.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:13.617146Z",
     "iopub.status.busy": "2021-04-09T13:56:13.616492Z",
     "iopub.status.idle": "2021-04-09T13:56:14.805367Z",
     "shell.execute_reply": "2021-04-09T13:56:14.805886Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sktime.classification.compose import ComposableTimeSeriesForestClassifier\n",
    "from sktime.datasets import load_arrow_head\n",
    "from sktime.utils.slope_and_trend import _slope"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data\n",
    "\n",
    "In this notebook, we use the [arrow head problem](https://timeseriesclassification.com/description.php?Dataset=ArrowHead).\n",
    "\n",
    "The arrowhead dataset consists of outlines of the images of arrow heads. The classification of projectile points is an important topic in anthropology. The classes are based on shape distinctions such as the presence and location of a notch in the arrow.\n",
    "\n",
    "<img src=\"./img/arrow-heads.png\" width=\"400\" alt=\"arrow heads\">\n",
    "\n",
    "The shapes of the projectile points are converted into a sequence using the angle-based method as described in this [blog post](https://izbicki.me/blog/converting-images-into-time-series-for-data-mining.html) about converting images into time series for data mining.\n",
    "\n",
    "<img src=\"./img/from-shapes-to-time-series.png\" width=\"400\" alt=\"from shapes to time series\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data representation\n",
    "Throughout sktime, the expected data format is a `pd.DataFrame`, but in a slightly unusual format. A single column can contain not only primitives (floats, integers or strings), but also entire time series in form of a `pd.Series` or `np.array`.\n",
    "\n",
    "For more details on our choice of data container, see this [wiki entry](https://github.com/alan-turing-institute/sktime/wiki/Time-series-data-container)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:14.809489Z",
     "iopub.status.busy": "2021-04-09T13:56:14.809007Z",
     "iopub.status.idle": "2021-04-09T13:56:14.856398Z",
     "shell.execute_reply": "2021-04-09T13:56:14.856882Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(158, 1) (158,) (53, 1) (53,)\n"
     ]
    }
   ],
   "source": [
    "X, y = load_arrow_head(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:14.861298Z",
     "iopub.status.busy": "2021-04-09T13:56:14.860843Z",
     "iopub.status.idle": "2021-04-09T13:56:14.873560Z",
     "shell.execute_reply": "2021-04-09T13:56:14.874091Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dim_0</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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      ],
      "text/plain": [
       "                                                 dim_0\n",
       "47   0     -1.4233\n",
       "1     -1.3883\n",
       "2     -1.3233\n",
       "3   ...\n",
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       "52   0     -1.9858\n",
       "1     -1.9843\n",
       "2     -1.9625\n",
       "3   ..."
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     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# univariate time series input data\n",
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:14.877572Z",
     "iopub.status.busy": "2021-04-09T13:56:14.877046Z",
     "iopub.status.idle": "2021-04-09T13:56:14.878941Z",
     "shell.execute_reply": "2021-04-09T13:56:14.879409Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['0' '1' '2'] [59 47 52]\n"
     ]
    }
   ],
   "source": [
    "# binary target variable\n",
    "labels, counts = np.unique(y_train, return_counts=True)\n",
    "print(labels, counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:14.896487Z",
     "iopub.status.busy": "2021-04-09T13:56:14.896001Z",
     "iopub.status.idle": "2021-04-09T13:56:15.056287Z",
     "shell.execute_reply": "2021-04-09T13:56:15.055924Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Example time series'), Text(0.5, 0, 'Time')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "for label in labels:\n",
    "    X_train.loc[y_train == label, \"dim_0\"].iloc[0].plot(ax=ax, label=f\"class {label}\")\n",
    "plt.legend()\n",
    "ax.set(title=\"Example time series\", xlabel=\"Time\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why not just use scikit-learn?\n",
    "\n",
    "We can still use scikit-learn, but using scikit-learn comes with some implicit modelling choices.\n",
    "\n",
    "### Reduction: from time-series classification to tabular classification\n",
    "\n",
    "To use scikit-learn, we have to convert the data into the required tabular format. There are different ways we can do that:\n",
    "\n",
    "#### Treating time points as separate features (tabularisation)\n",
    "Alternatively, we could bin and aggregate observations in time bins of different length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:15.063840Z",
     "iopub.status.busy": "2021-04-09T13:56:15.063361Z",
     "iopub.status.idle": "2021-04-09T13:56:15.083428Z",
     "shell.execute_reply": "2021-04-09T13:56:15.083898Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dim_0__0</th>\n",
       "      <th>dim_0__1</th>\n",
       "      <th>dim_0__2</th>\n",
       "      <th>dim_0__3</th>\n",
       "      <th>dim_0__4</th>\n",
       "      <th>dim_0__5</th>\n",
       "      <th>dim_0__6</th>\n",
       "      <th>dim_0__7</th>\n",
       "      <th>dim_0__8</th>\n",
       "      <th>dim_0__9</th>\n",
       "      <th>...</th>\n",
       "      <th>dim_0__241</th>\n",
       "      <th>dim_0__242</th>\n",
       "      <th>dim_0__243</th>\n",
       "      <th>dim_0__244</th>\n",
       "      <th>dim_0__245</th>\n",
       "      <th>dim_0__246</th>\n",
       "      <th>dim_0__247</th>\n",
       "      <th>dim_0__248</th>\n",
       "      <th>dim_0__249</th>\n",
       "      <th>dim_0__250</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>-1.4233</td>\n",
       "      <td>-1.3883</td>\n",
       "      <td>-1.3233</td>\n",
       "      <td>-1.3359</td>\n",
       "      <td>-1.2685</td>\n",
       "      <td>-1.2777</td>\n",
       "      <td>-1.3290</td>\n",
       "      <td>-1.3710</td>\n",
       "      <td>-1.4135</td>\n",
       "      <td>-1.4367</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.3540</td>\n",
       "      <td>-1.3557</td>\n",
       "      <td>-1.3569</td>\n",
       "      <td>-1.3574</td>\n",
       "      <td>-1.3567</td>\n",
       "      <td>-1.3535</td>\n",
       "      <td>-1.3509</td>\n",
       "      <td>-1.3706</td>\n",
       "      <td>-1.3657</td>\n",
       "      <td>-1.4045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>-1.9618</td>\n",
       "      <td>-1.9802</td>\n",
       "      <td>-1.9783</td>\n",
       "      <td>-1.9755</td>\n",
       "      <td>-1.9318</td>\n",
       "      <td>-1.8843</td>\n",
       "      <td>-1.8132</td>\n",
       "      <td>-1.7851</td>\n",
       "      <td>-1.7010</td>\n",
       "      <td>-1.6753</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5798</td>\n",
       "      <td>-1.6575</td>\n",
       "      <td>-1.7478</td>\n",
       "      <td>-1.7917</td>\n",
       "      <td>-1.8222</td>\n",
       "      <td>-1.8767</td>\n",
       "      <td>-1.9074</td>\n",
       "      <td>-1.9341</td>\n",
       "      <td>-1.9366</td>\n",
       "      <td>-1.9412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-2.0974</td>\n",
       "      <td>-2.0639</td>\n",
       "      <td>-1.9819</td>\n",
       "      <td>-1.9262</td>\n",
       "      <td>-1.8771</td>\n",
       "      <td>-1.8001</td>\n",
       "      <td>-1.7411</td>\n",
       "      <td>-1.6513</td>\n",
       "      <td>-1.5574</td>\n",
       "      <td>-1.5064</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.8447</td>\n",
       "      <td>-1.8816</td>\n",
       "      <td>-1.8970</td>\n",
       "      <td>-1.9678</td>\n",
       "      <td>-2.0322</td>\n",
       "      <td>-2.0874</td>\n",
       "      <td>-2.0927</td>\n",
       "      <td>-2.0958</td>\n",
       "      <td>-2.1186</td>\n",
       "      <td>-2.0959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>-1.8493</td>\n",
       "      <td>-1.8615</td>\n",
       "      <td>-1.8273</td>\n",
       "      <td>-1.8054</td>\n",
       "      <td>-1.7937</td>\n",
       "      <td>-1.7681</td>\n",
       "      <td>-1.7396</td>\n",
       "      <td>-1.7075</td>\n",
       "      <td>-1.6713</td>\n",
       "      <td>-1.6301</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5621</td>\n",
       "      <td>-1.6301</td>\n",
       "      <td>-1.6713</td>\n",
       "      <td>-1.7117</td>\n",
       "      <td>-1.7429</td>\n",
       "      <td>-1.7706</td>\n",
       "      <td>-1.7953</td>\n",
       "      <td>-1.8068</td>\n",
       "      <td>-1.8287</td>\n",
       "      <td>-1.8622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>-1.9858</td>\n",
       "      <td>-1.9843</td>\n",
       "      <td>-1.9625</td>\n",
       "      <td>-1.9595</td>\n",
       "      <td>-1.9529</td>\n",
       "      <td>-1.9475</td>\n",
       "      <td>-1.9128</td>\n",
       "      <td>-1.8503</td>\n",
       "      <td>-1.8175</td>\n",
       "      <td>-1.7249</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.4911</td>\n",
       "      <td>-1.5638</td>\n",
       "      <td>-1.6505</td>\n",
       "      <td>-1.6667</td>\n",
       "      <td>-1.7194</td>\n",
       "      <td>-1.7676</td>\n",
       "      <td>-1.7784</td>\n",
       "      <td>-1.8606</td>\n",
       "      <td>-1.8915</td>\n",
       "      <td>-1.9376</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 251 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     dim_0__0  dim_0__1  dim_0__2  dim_0__3  dim_0__4  dim_0__5  dim_0__6  \\\n",
       "47    -1.4233   -1.3883   -1.3233   -1.3359   -1.2685   -1.2777   -1.3290   \n",
       "61    -1.9618   -1.9802   -1.9783   -1.9755   -1.9318   -1.8843   -1.8132   \n",
       "11    -2.0974   -2.0639   -1.9819   -1.9262   -1.8771   -1.8001   -1.7411   \n",
       "139   -1.8493   -1.8615   -1.8273   -1.8054   -1.7937   -1.7681   -1.7396   \n",
       "52    -1.9858   -1.9843   -1.9625   -1.9595   -1.9529   -1.9475   -1.9128   \n",
       "\n",
       "     dim_0__7  dim_0__8  dim_0__9  ...  dim_0__241  dim_0__242  dim_0__243  \\\n",
       "47    -1.3710   -1.4135   -1.4367  ...     -1.3540     -1.3557     -1.3569   \n",
       "61    -1.7851   -1.7010   -1.6753  ...     -1.5798     -1.6575     -1.7478   \n",
       "11    -1.6513   -1.5574   -1.5064  ...     -1.8447     -1.8816     -1.8970   \n",
       "139   -1.7075   -1.6713   -1.6301  ...     -1.5621     -1.6301     -1.6713   \n",
       "52    -1.8503   -1.8175   -1.7249  ...     -1.4911     -1.5638     -1.6505   \n",
       "\n",
       "     dim_0__244  dim_0__245  dim_0__246  dim_0__247  dim_0__248  dim_0__249  \\\n",
       "47      -1.3574     -1.3567     -1.3535     -1.3509     -1.3706     -1.3657   \n",
       "61      -1.7917     -1.8222     -1.8767     -1.9074     -1.9341     -1.9366   \n",
       "11      -1.9678     -2.0322     -2.0874     -2.0927     -2.0958     -2.1186   \n",
       "139     -1.7117     -1.7429     -1.7706     -1.7953     -1.8068     -1.8287   \n",
       "52      -1.6667     -1.7194     -1.7676     -1.7784     -1.8606     -1.8915   \n",
       "\n",
       "     dim_0__250  \n",
       "47      -1.4045  \n",
       "61      -1.9412  \n",
       "11      -2.0959  \n",
       "139     -1.8622  \n",
       "52      -1.9376  \n",
       "\n",
       "[5 rows x 251 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "from sktime.utils.data_processing import from_nested_to_2d_array\n",
    "\n",
    "X_train_tab = from_nested_to_2d_array(X_train)\n",
    "X_test_tab = from_nested_to_2d_array(X_test)\n",
    "\n",
    "X_train_tab.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:15.088979Z",
     "iopub.status.busy": "2021-04-09T13:56:15.088443Z",
     "iopub.status.idle": "2021-04-09T13:56:15.090637Z",
     "shell.execute_reply": "2021-04-09T13:56:15.091117Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.41509433962264153"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's get a baseline for comparison\n",
    "from sklearn.dummy import DummyClassifier\n",
    "\n",
    "classifier = DummyClassifier(strategy=\"prior\")\n",
    "classifier.fit(X_train_tab, y_train)\n",
    "classifier.score(X_test_tab, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:15.097242Z",
     "iopub.status.busy": "2021-04-09T13:56:15.096767Z",
     "iopub.status.idle": "2021-04-09T13:56:15.289564Z",
     "shell.execute_reply": "2021-04-09T13:56:15.290043Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8113207547169812"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now we can apply any scikit-learn classifier\n",
    "classifier = RandomForestClassifier(n_estimators=100)\n",
    "classifier.fit(X_train_tab, y_train)\n",
    "y_pred = classifier.predict(X_test_tab)\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:15.293491Z",
     "iopub.status.busy": "2021-04-09T13:56:15.293034Z",
     "iopub.status.idle": "2021-04-09T13:56:15.456513Z",
     "shell.execute_reply": "2021-04-09T13:56:15.456992Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8113207547169812"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "# with sktime, we can write this as a pipeline\n",
    "from sktime.transformations.panel.reduce import Tabularizer\n",
    "\n",
    "classifier = make_pipeline(Tabularizer(), RandomForestClassifier())\n",
    "classifier.fit(X_train, y_train)\n",
    "classifier.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's the implicit modelling choice here?\n",
    "\n",
    "> We treat each observation as a separate feature and thus ignore they are ordered in time. A tabular algorithm cannot make use of the fact that features are ordered in time, i.e. if we changed the order of the features, the fitted model and predictions wouldn't change. Sometimes this works well, sometimes it doesn't.\n",
    "\n",
    "#### Feature extraction\n",
    "\n",
    "Another modelling choice: we could extract features from the time series and then use the features to fit our tabular classifier. Here we use [tsfresh](https://tsfresh.readthedocs.io) for automatic feature extraction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:15.460508Z",
     "iopub.status.busy": "2021-04-09T13:56:15.460053Z",
     "iopub.status.idle": "2021-04-09T13:56:16.221419Z",
     "shell.execute_reply": "2021-04-09T13:56:16.221902Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/Documents/Research/software/sktime/sktime/sktime/transformations/panel/tsfresh.py:164: UserWarning: tsfresh requires a unique index, but found non-unique. To avoid this warning, please make sure the index of X contains only unique values.\n",
      "  \"tsfresh requires a unique index, but found \"\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:00<00:00, 59.80it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dim_0__sum_values</th>\n",
       "      <th>dim_0__median</th>\n",
       "      <th>dim_0__mean</th>\n",
       "      <th>dim_0__length</th>\n",
       "      <th>dim_0__standard_deviation</th>\n",
       "      <th>dim_0__variance</th>\n",
       "      <th>dim_0__maximum</th>\n",
       "      <th>dim_0__minimum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000352</td>\n",
       "      <td>-0.230260</td>\n",
       "      <td>1.402390e-06</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998010</td>\n",
       "      <td>0.996023</td>\n",
       "      <td>1.7514</td>\n",
       "      <td>-1.4540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000113</td>\n",
       "      <td>-0.117940</td>\n",
       "      <td>4.501992e-07</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998005</td>\n",
       "      <td>0.996013</td>\n",
       "      <td>1.5795</td>\n",
       "      <td>-1.9802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.000205</td>\n",
       "      <td>-0.186760</td>\n",
       "      <td>-8.167331e-07</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998006</td>\n",
       "      <td>0.996016</td>\n",
       "      <td>1.5970</td>\n",
       "      <td>-2.1186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000348</td>\n",
       "      <td>0.102950</td>\n",
       "      <td>1.386454e-06</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998006</td>\n",
       "      <td>0.996015</td>\n",
       "      <td>1.2882</td>\n",
       "      <td>-1.8622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.000311</td>\n",
       "      <td>0.088417</td>\n",
       "      <td>-1.239044e-06</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998006</td>\n",
       "      <td>0.996016</td>\n",
       "      <td>1.5708</td>\n",
       "      <td>-1.9858</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dim_0__sum_values  dim_0__median   dim_0__mean  dim_0__length  \\\n",
       "0           0.000352      -0.230260  1.402390e-06          251.0   \n",
       "1           0.000113      -0.117940  4.501992e-07          251.0   \n",
       "2          -0.000205      -0.186760 -8.167331e-07          251.0   \n",
       "3           0.000348       0.102950  1.386454e-06          251.0   \n",
       "4          -0.000311       0.088417 -1.239044e-06          251.0   \n",
       "\n",
       "   dim_0__standard_deviation  dim_0__variance  dim_0__maximum  dim_0__minimum  \n",
       "0                   0.998010         0.996023          1.7514         -1.4540  \n",
       "1                   0.998005         0.996013          1.5795         -1.9802  \n",
       "2                   0.998006         0.996016          1.5970         -2.1186  \n",
       "3                   0.998006         0.996015          1.2882         -1.8622  \n",
       "4                   0.998006         0.996016          1.5708         -1.9858  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.transformations.panel.tsfresh import TSFreshFeatureExtractor\n",
    "\n",
    "transformer = TSFreshFeatureExtractor(default_fc_parameters=\"minimal\")\n",
    "extracted_features = transformer.fit_transform(X_train)\n",
    "extracted_features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:16.413529Z",
     "iopub.status.busy": "2021-04-09T13:56:16.410283Z",
     "iopub.status.idle": "2021-04-09T13:56:31.648089Z",
     "shell.execute_reply": "2021-04-09T13:56:31.648594Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/Documents/Research/software/sktime/sktime/sktime/transformations/panel/tsfresh.py:164: UserWarning: tsfresh requires a unique index, but found non-unique. To avoid this warning, please make sure the index of X contains only unique values.\n",
      "  \"tsfresh requires a unique index, but found \"\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:10<00:00,  2.13s/it]\n",
      "/Users/mloning/Documents/Research/software/sktime/sktime/sktime/transformations/panel/tsfresh.py:164: UserWarning: tsfresh requires a unique index, but found non-unique. To avoid this warning, please make sure the index of X contains only unique values.\n",
      "  \"tsfresh requires a unique index, but found \"\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:03<00:00,  1.40it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7735849056603774"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = make_pipeline(\n",
    "    TSFreshFeatureExtractor(show_warnings=False), RandomForestClassifier()\n",
    ")\n",
    "classifier.fit(X_train, y_train)\n",
    "classifier.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's the implicit modelling choice here?\n",
    "\n",
    "> Instead of working in the domain of the time series, we extract features from time series and choose to work in the domain of the features. Again, sometimes this works well, sometimes it doesn't. The main difficulty is finding discriminative features for the classification problem.\n",
    "\n",
    "\n",
    "## Time series classification with sktime\n",
    "sktime has a number of specialised time series algorithms.\n",
    "\n",
    "### Time series forest\n",
    "Time series forest is a modification of the random forest algorithm to the time series setting:\n",
    "\n",
    "1. Split the series into multiple random intervals,\n",
    "2. Extract features (mean, standard deviation and slope) from each interval,\n",
    "3. Train a decision tree on the extracted features,\n",
    "4. Ensemble steps 1 - 3.\n",
    "\n",
    "\n",
    "For more details, take a look at the [paper](https://www.sciencedirect.com/science/article/pii/S0020025513001473).\n",
    "\n",
    "In sktime, we can write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:31.652983Z",
     "iopub.status.busy": "2021-04-09T13:56:31.652477Z",
     "iopub.status.idle": "2021-04-09T13:56:31.653976Z",
     "shell.execute_reply": "2021-04-09T13:56:31.654498Z"
    }
   },
   "outputs": [],
   "source": [
    "from sktime.transformations.panel.summarize import RandomIntervalFeatureExtractor\n",
    "\n",
    "steps = [\n",
    "    (\n",
    "        \"extract\",\n",
    "        RandomIntervalFeatureExtractor(\n",
    "            n_intervals=\"sqrt\", features=[np.mean, np.std, _slope]\n",
    "        ),\n",
    "    ),\n",
    "    (\"clf\", DecisionTreeClassifier()),\n",
    "]\n",
    "time_series_tree = Pipeline(steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can directly fit and evaluate the single time series tree (which is simply a pipeline)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:31.666361Z",
     "iopub.status.busy": "2021-04-09T13:56:31.665821Z",
     "iopub.status.idle": "2021-04-09T13:56:31.685030Z",
     "shell.execute_reply": "2021-04-09T13:56:31.685652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7169811320754716"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_series_tree.fit(X_train, y_train)\n",
    "time_series_tree.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For time series forest, we can simply use the single tree as the base estimator in the forest ensemble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:31.689009Z",
     "iopub.status.busy": "2021-04-09T13:56:31.688545Z",
     "iopub.status.idle": "2021-04-09T13:56:31.690015Z",
     "shell.execute_reply": "2021-04-09T13:56:31.690513Z"
    }
   },
   "outputs": [],
   "source": [
    "tsf = ComposableTimeSeriesForestClassifier(\n",
    "    estimator=time_series_tree,\n",
    "    n_estimators=100,\n",
    "    criterion=\"entropy\",\n",
    "    bootstrap=True,\n",
    "    oob_score=True,\n",
    "    random_state=1,\n",
    "    n_jobs=-1,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit and obtain the out-of-bag score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:31.771580Z",
     "iopub.status.busy": "2021-04-09T13:56:31.730701Z",
     "iopub.status.idle": "2021-04-09T13:56:34.920187Z",
     "shell.execute_reply": "2021-04-09T13:56:34.920658Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8670886075949367\n"
     ]
    }
   ],
   "source": [
    "tsf.fit(X_train, y_train)\n",
    "\n",
    "if tsf.oob_score:\n",
    "    print(tsf.oob_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:35.014096Z",
     "iopub.status.busy": "2021-04-09T13:56:34.969678Z",
     "iopub.status.idle": "2021-04-09T13:56:37.401947Z",
     "shell.execute_reply": "2021-04-09T13:56:37.402493Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7547169811320755"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsf = ComposableTimeSeriesForestClassifier()\n",
    "tsf.fit(X_train, y_train)\n",
    "tsf.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also obtain feature importances for the different features and intervals that the algorithms looked at and plot them in a feature importance graph over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:37.406667Z",
     "iopub.status.busy": "2021-04-09T13:56:37.406087Z",
     "iopub.status.idle": "2021-04-09T13:56:37.595233Z",
     "shell.execute_reply": "2021-04-09T13:56:37.595722Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:613: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7fb1525b6510> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Time'), Text(0, 0.5, 'Feature importance')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fi = tsf.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi.plot(ax=ax)\n",
    "ax.set(xlabel=\"Time\", ylabel=\"Feature importance\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### More about feature importances\n",
    "\n",
    "The feature importances method is based on the example showcased in [this paper](https://arxiv.org/abs/1302.2277).\n",
    "\n",
    "In addition to the feature importances method [available in scikit-learn](https://scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html), our method collects the feature importances values from each estimator for their respective intervals, calculates the sum of feature importances values on each timepoint, and normalises the values first by the number of estimators and then by the number of intervals.\n",
    "\n",
    "As a result, the temporal importance curves can be plotted, as shown in the previous example.\n",
    "\n",
    "Please note that this method currently supports only one particular\n",
    "structure of the TSF, where RandomIntervalFeatureExtractor() is used in the pipeline, or simply the default TimeSeriesForestClassifier() setting. For instance, two possible approaches could be:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:37.681446Z",
     "iopub.status.busy": "2021-04-09T13:56:37.641251Z",
     "iopub.status.idle": "2021-04-09T13:56:41.216008Z",
     "shell.execute_reply": "2021-04-09T13:56:41.216481Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:613: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7fb15211f610> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n",
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:613: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7fb152544990> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Method 1: Default time-series forest classifier\n",
    "tsf1 = ComposableTimeSeriesForestClassifier()\n",
    "tsf1.fit(X_train, y_train)\n",
    "fi1 = tsf1.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi1.plot(ax=ax)\n",
    "\n",
    "# Method 2: Pipeline\n",
    "features = [np.mean, np.std, _slope]\n",
    "steps = [\n",
    "    (\"transform\", RandomIntervalFeatureExtractor(features=features)),\n",
    "    (\"clf\", DecisionTreeClassifier()),\n",
    "]\n",
    "base_estimator = Pipeline(steps)\n",
    "tsf2 = ComposableTimeSeriesForestClassifier(estimator=base_estimator)\n",
    "tsf2.fit(X_train, y_train)\n",
    "fi2 = tsf2.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi2.plot(ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RISE\n",
    "\n",
    "Another popular variant of time series forest is the so-called Random Interval Spectral Ensemble (RISE), which makes use of several series-to-series feature extraction transformers, including:\n",
    "\n",
    "* Fitted auto-regressive coefficients,\n",
    "* Estimated autocorrelation coefficients,\n",
    "* Power spectrum coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:41.220303Z",
     "iopub.status.busy": "2021-04-09T13:56:41.219844Z",
     "iopub.status.idle": "2021-04-09T13:56:44.011448Z",
     "shell.execute_reply": "2021-04-09T13:56:44.012193Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8113207547169812"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.classification.interval_based import RandomIntervalSpectralForest\n",
    "\n",
    "rise = RandomIntervalSpectralForest(n_estimators=10)\n",
    "rise.fit(X_train, y_train)\n",
    "rise.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### K-nearest-neighbours classifier for time series\n",
    "For time series, the most popular k-nearest-neighbours algorithm is based on [dynamic time warping](https://en.wikipedia.org/wiki/Dynamic_time_warping) (dtw) distance measure.\n",
    "\n",
    "<img src=\"img/dtw.png\" width=500 />\n",
    "\n",
    "Here we look at the [BasicMotions data set](http://www.timeseriesclassification.com/description.php?Dataset=BasicMotions). The data was generated as part of a student project where four students performed four activities whilst wearing a smart watch. The watch collects 3D accelerometer and a 3D gyroscope It consists of four classes, which are walking, resting, running and badminton. Participants were required to record motion a total of five times, and the data is sampled once every tenth of a second, for a ten second period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:44.016058Z",
     "iopub.status.busy": "2021-04-09T13:56:44.015583Z",
     "iopub.status.idle": "2021-04-09T13:56:44.082488Z",
     "shell.execute_reply": "2021-04-09T13:56:44.083021Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60, 1) (60,) (20, 1) (20,)\n"
     ]
    }
   ],
   "source": [
    "from sktime.datasets import load_basic_motions\n",
    "\n",
    "X, y = load_basic_motions(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X.iloc[:, [0]], y)\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:44.087036Z",
     "iopub.status.busy": "2021-04-09T13:56:44.086544Z",
     "iopub.status.idle": "2021-04-09T13:56:44.088678Z",
     "shell.execute_reply": "2021-04-09T13:56:44.089149Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['badminton' 'running' 'standing' 'walking'] [15 15 13 17]\n"
     ]
    }
   ],
   "source": [
    "labels, counts = np.unique(y_train, return_counts=True)\n",
    "print(labels, counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:44.135788Z",
     "iopub.status.busy": "2021-04-09T13:56:44.135297Z",
     "iopub.status.idle": "2021-04-09T13:56:44.260909Z",
     "shell.execute_reply": "2021-04-09T13:56:44.261427Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Example time series'), Text(0.5, 0, 'Time')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lOiYnhnZ4fMlIoRi39oi0lJFIJBKJRCJxJWV1TTS3GFszpzDw7GQkbcjgVCJxEXtyhL9p5+A0NtiX0YOC+Omoa/yfJBKJRCKRSCQCs43M4BBfBof64uWhGXCiSJI2ZHAqkbiI3VmVeGgUxseFdHlu8cho9uRUUq5r6v2BSSQSiUQikZymmG1kBof6otUopET4c7K0ro9HJXEUGZxKJC4iLbuS0YOC8PXSdnnurJHRGFVYf6y0D0YmkUgkEolEcnrSPnMKMCQqQJb1DmBkcCqRuAC9wcj+vComJ4ZZfH7M4CCig7xlaa9EIpFIJBKJC8mvaiDIx4NAH08AhkQGkFtRT6Pe0Mcj61tuu+02jhw50tfDsBsZnEokLuBIQQ2NemOXflMziqKweGQ0mzJKaWo5s0+WEolEIpFIJK4iv7KBwaF+rb8PifTHqEJ2eX0fjsp+VFXFaDS6bH9vvvkmo0aNctn+egsZnEokLmB3thBDmpJkOTgFodpb12xge2ZFbw1LIpFIJP2U5344xtYTZX09DIlkwJNf1dBa0gsMKMXerKwsRo4cyT333MOkSZPQattaw1asWMFNN90EwE033cQDDzzArFmzSElJYcWKFQBs2LCBBQsWsGzZMlJTU7n22mtRVRWABQsWsHv3bgACAgL44x//yPjx45kxYwbFxaKS7+TJk8yYMYOpU6fyl7/8hYCAgF786y3j0dcDkEhOB/ZkVzI4xJfoIB+r28waEoGPp4afjhYzf3hkL45OIpFIJP2JuqYWXl5/gh+PFPHDb+ahKErPL5JIJBbJr2xgRkp46+8pkf4A9in2rnkUig66dmAxY+G8Z3rc7NixY7zzzju88sor3QaHhYWFbNmyhfT0dC688EKWLVsGwN69ezl8+DCDBg1i9uzZbN26lTlz5nR4bV1dHTNmzODpp5/m4Ycf5o033uBPf/oTv/71r/n1r3/N1Vdfzauvvurc3+siZOZUInESVVXZnV3RbdYUwMdTy9xhkaw7Uty6qiWRSCSSMw9zRiejWMfWE+V9PBqJZOBS3aCntqmlQ+bUz8uDwSG+AyJzCpCYmMiMGTN63O7iiy9Go9EwatSo1swnwLRp04iLi0Oj0TBhwgSysrK6vNbLy4sLLrgAgMmTJ7dus23bNi6//HIArrnmGuf/GBcgM6cSiZPkVzVQXNNktd+0PUtGRrH2SDFHC2sZNSioF0YnkUgkkv6GOaPj7aHhrS2ZzBkW0ccjkkgGJq1KvaG+HR63W7HXhgynu/D392/9uX0VRWNjY4ftvL29W39un+Ro/7hWq6WlpaXLMTw9PVv3bW2b/oLMnEokTpJm6je1JThdmBoFIFV7JRKJ5AzmeIkOD43CHfNSWH+sdMBkeCSS/karx2lIp+A00p+TJXUYjQOrUi06OpqjR49iNBpZtWqV2483Y8YMVq5cCcAnn3zi9uPZggxOJRInScuuxN9Ly4jowB63jQr0YUJ8COtkcCqRSCRnLCdKdCRH+HPjrCS8tBre2Xqqr4ckkQxI8iuFIm+XzGlkAA16A0U1jZZe1m955plnuOCCC1i0aBGxsbFuP96///1vXnjhBaZNm0ZhYSHBwcFuP2ZPyLJeicRJdmdVMjEhFA+tbWs9S0ZG8dyPGZTUNBLVjYCSRCKRSE5PTpToSI0JJCLAm4smDGJlWj4Pnj2CED+vvh6aRDKgyK9qwMdTQ7h/x++OWbH3RImOQZ2yqv2JpKQkDh061Pr7smXLWoWO2vPuu+92+F2nE9UWCxYsYMGCBa2Pv/zyy60/b9iwocv2nY8xePBgtm/fjqIofPLJJ0yZMsWZP8clyMypROIEuqYW0otqmGRDSa+ZxSOjAfgpvcRdw5JIJBJJP6WpxUB2eR3DosTk+ZY5yTToDXy8M7ePRyaRDDzyqxoYFOLbRfF6aNTAsZPpS9LS0pgwYQLjxo3jlVde4fnnn+/rIcnMqUTiDPtyqjCqMMWO4DQ1JpDBIb78dLSYq6cluHF0EolEIulvZJXVY1SFYAvAyNggZg0J5/1tWdw2NxlPG6twJBKJEETq3G8KEBHgRZCPhwxOe2Du3Lns37+/r4fRAXkGlEicIC27EkWBCQkhNr9GURSWjIxiy4kyGpoN7hucRCKRSPodx0tqgbbMDsCtc5IprG5kzaGivhqWRDIgya9qIC60a3CqKIpQ7C2p64NRSZxBBqcSiRPszq5gRHQgQT6edr1uwYgoGvVG9uZWumlkEolEIumPnCjRoShtPXEAC0dEkRzhz9tbpDCSRGIrDc0GynTNFjOnIL5jMnM68JDBqUTiIAajyr6cKqYk2V7Sa2Z4jFD2PVUmV/QkEonkTOJEiY74UD98PLWtj2k0CjfPTmJfblWrPZlEIumeVhsZC5lTEMFpSW0TNY363hyWxElkcCqROEhGcS21TS02+Zt2JjbIB28PDVkyOJVIJJIzihMlug4lvWYumxRHkI8Hb0tbGYnEJto8Tv0sPt8qilQis6cDCRmcSiQOYl7dnpIYZvdrNRqF5Ah/mTmVSCSSM4gWg5HMsjal3vb4e3tw9bQEvj9U1Drplkgk1smv7Clz6g/AydKBNdf697//TX19vcv2l5SURFlZGQCzZs1y2X7dhQxOJRIHScuuJDLQ22Ijvi0kR/iTKYNTiUQiOWPIrWygucXYqtTbmRtmJQHw/i9ZvTcoiWSAkl9Vj1ajEB3obfH5+DA/PLXKgOs7dXVw2p5ffvnFLft1JTI4lUgcJC27kimJoV28tWwlOcKfnPJ6WgxGF49MIpFIJP2RE6byQkuZU4DBIb6cOyaGj3bmUNfU0ptDk0gGHPmVDcQE+eBhxX7JU6shMdy/X5f11tXVcf755zN+/HjGjBnDk08+SUFBAQsXLmThwoUA3H333UyZMoXRo0fz+OOPt742KSmJxx9/nEmTJjF27FjS09MBKC8v5+yzz2bixInceeedqKra+pqAAHHu2bBhAwsWLGDZsmWkpqZy7bXXtm733XffkZqaypw5c3jggQe44IILeuvtAKTPqUTiECW1jeRU1HPDzESH95Ec4U+LUSWvsoGkCH8Xjk4ikUgk/RFzcGotcwpwy+xkVh8oZOWePG6YmdRLI5NIBh75VQ1WS3rNDIn0b/3edcc/d/6T9Ip0Vw0NgNSwVB6Z9ki323z//fcMGjSI1atXA1BdXc0777zD+vXriYiIAODpp58mLCwMg8HA4sWLOXDgAOPGjQMgIiKCPXv28Morr/Dcc8/x5ptv8uSTTzJnzhz+8pe/sHr1al5//XWLx967dy+HDx9m0KBBzJ49m61btzJlyhTuvPNONm3aRHJyMldffbUL3xHbkJlTicQB9pj6TR0RQzKTYuqFkH2nEolEcmZwvKSW6CDvbu3HJieGMiE+hHe2ZmE0qla3k0jOdPIrG4izYiNjZmhUANnl9ej7aZXa2LFjWbduHY888gibN28mODi4yzafffYZkyZNYuLEiRw+fJgjR460PnfppZcCMHnyZLKysgDYtGkT1113HQDnn38+oaGW56rTpk0jLi4OjUbDhAkTyMrKIj09nZSUFJKTkwH6JDiVmVOJxAF2Z1Xi7aFh9KCuJxFbSY4QK+eZZXUsdNXAJBKJRNJvOVmiY1hUYI/b3TInmQc+3sv6YyUsHhndCyOTSAYWeoORoppGGzKnAbQYVbLL6y2qZJvpKcPpLoYPH05aWhrfffcdf/jDHzj77LM7PH/q1Cmee+45du3aRWhoKDfddBONjY2tz3t7i35brVZLS0tbK4AtLWfm17Z/ffsS4L7C6cypoijxiqKsVxTlqKIohxVF+bXp8TBFUdYqinLcdO94ikki6WccKaxhZGwQXh6Of4VC/TwJ9vXkVFn/7YWQSCQSiWtQVdWqjUxnzhsTQ2ywDx/tyOmFkUkkA4+i6kaMqujT7o4hkSY7mX4qilRQUICfnx/XXXcdDz74IHv27CEwMJDa2loAampq8Pf3Jzg4mOLiYtasWdPjPufNm8eHH34IwJo1a6istN07OTU1lczMzNYs7Keffmr/H+UkrsictgC/V1V1j6IogUCaoihrgZuAn1RVfUZRlEeBR4G+WZaQSFxMZmkds4aGO7UPRVFIknYyEolEckZQWN1IXbOh235TM55aDbOGRLD5eGkvjEwiGXi0epz2kDlNabWT6Z/B6cGDB3nooYfQaDR4enryv//9j23btnHeeecRGxvL+vXrmThxIqNHjyYlJYXZs2f3uM/HH3+cq6++mkmTJjF//nwSEhJsHo+vry+vvPIK5557LhEREUybNs2ZP88hnA5OVVUtBApNP9cqinIUGAxcBCwwbfYesAEZnEpOA+qaWiiqaWxdjXOGlAh/dmSWu2BUEolEIunP9KTU25kRMQGs3JNHZV0zof5e7hyaRDLgaPU47SFzGujjSXSQNydL+mci4JxzzuGcc87p8NiUKVO4//77W39/9913Lb7WnN00v2bDhg0AhIeH8+OPP7Y+969//av1Z51OnIcWLFjAggULWh9/+eWXW39euHAh6enpqKrKvffey5QpU+z9s5zCpYJIiqIkAROBHUC0KXA1B7BRVl5zh6IouxVF2V1aKlcIJT2TX9XA8u3ZfSYUYc50prhAYTc5wp+C6kYamg1O70sikUgk/ZfjpuDUlrJegOHRojf1WHGt28YkkQxUzJnTQT0EpyC+cyf6aea0P/LGG28wYcIERo8eTXV1NXfeeWevHt9lwamiKAHASuA3qqrW2Po6VVVfV1V1iqqqUyIjI101HMlpzIrdefz5y0P8a11Gnxw/0xycuiBzmmwKcLPK++eKnkQikUhcw4kSHaF+noTbmAVNjQkCIEMGpxJJF/IrG4gI8MbHU9vjtkMiA8gs0fULsZ+BwG9/+1v27dvHkSNH+PDDD/Hz8+vV47skOFUUxRMRmH6oquoXpoeLFUWJNT0fC5S44lgSSalOqJS99PMJvtyb3+vHzyzVoSiQGO78l9UcnMq+U4lEIjm9OVFSy9CoAJtUNAGT5YwHx4pkcCqRdMYWj1MzQyIDqG1qobS2yc2jkrgCV6j1KsBbwFFVVV9o99TXwI2mn28EvnL2WBIJQFltM8kR/kxPDuPhlQdIy7ZdhcxmNvwTDn1h8anM0joGh/jatFrXEzI4lUgkkjMDW5V6zSiKwoiYQJk5lUgskF/Vs8epGbNGiCztHRi4InM6G7geWKQoyj7T7VfAM8BZiqIcB84y/S6ROE2ZromYIB9evW4yscE+3Ll8N3mV9a47QEszbH4Otrxg8enMMp1LSnoB/L09iA7ylsGpRCKRnMaU65qorNcz1AaP0/YMjw7kWFGtLEeUSNphNKp2ZU7Ni0InS+VcayDgdHCqquoWVVUVVVXHqao6wXT7TlXVclVVF6uqOsx0X+GKAUskZbomIgK9CfX34q0bp9DUYuS293aja2rp+cW2UHIYDM1QdBBqizo8paoqp0rrXCKGZCZZ2slIJBLJaY29YkhmRsQEUtPYQnGNLEeUSMyU1TXR3GLsUanXTHSQN/5eWk6WyMzpQMClar0SSW9QpmsmIkAISgyNCuS/10zieImO33yyF4MrFHwL9rb9fGJdh6dKapuET12kK4PTABmcSiQSyWnMCQeDU6nYK5F0xVYbGTOKojAkKqDfep06woIFC9i9ezcAAQFdzysFBQUsW7ast4flEmRwKhlQNOoN6JpaiAjwbn1s3vBIHl86inVHS3j2+3TnD5K/B3zDIHAQHP+xw1PmE1tyhGvKekFY0lTUNVNV3+yyfUokEsmApSoHvrgTmk6fgOxEiQ5/Ly2Dgn3sep05OM2QokgSSStmGxlby3pB9J2eSZnTQYMGsWLFir4ehkPI4FQyoDArrUW2C04BbpiZxPUzEnltUyaf7c517iAF+2DQRBi6GE5uAENbuXBmqdlGxrVlvSBFkSQSiQSA9O/gwCdweFVfj8RlnCjRMcQOpV4zYf5eRAZ6ky6DU4mkldbMqV3BqfCVr3NVC5iLePbZZ3nxxRcBYeGyaNEiAH766Seuu+467r77bqZMmcLo0aN5/PHHu91XWVkZM2fOZPXq1WRlZTFmzBgA3n33XS699FLOPfdchg0bxsMPP9z6mrfeeovhw4ezYMECbr/9du677z43/aW249HXA5CcZhgN8OOfoLaw++0mXi+CPzsp04ngNCKwq0/c40tHcaqsjj+uOkhimB/TU8Lt3j/N9VByBEacCzFjYe9yyNsJibMAEZz6emqJCbJv9bs7kiPbgtOJCaEu269EIpEMSMpMHtYHPoNJN/TtWFzEiRIds4Y6cE0CUqVir0TSgfyqBgJ9PAjy8bT5NeaS+lNldYwZHNzl+aK//52moy6ovmuH98hUYh57rNtt5s2bx/PPP88DDzzA7t27aWpqQq/Xs2XLFubOncvll19OWFgYBoOBxYsXc+DAAcaNG9dlP8XFxVx44YU89dRTnHXWWWRlZXV4ft++fezduxdvb29GjBjB/fffj1ar5W9/+xt79uwhMDCQRYsWMX78eFe+BQ4hM6cS13J4FWx/RWQfiw9bvh1bAzvfcGj35sxpRKfMKYCHVsN/r51EfJgfd32QRklto/0HKDoIqgEGTYKUBaDxgONrW58+VaYjOcIfjca+1e/uiA/1Q6tRZOZUIpFIoC04zdoMVU5WwvQDahr1FNU02t1vamZ4dCDHS2pdo6kgkZwG5Fc22NxvasZsJ9Pf+k4nT55MWloatbW1eHt7M3PmTHbv3s3mzZuZO3cun332GZMmTWLixIkcPnyYI0eOdNmHXq9n8eLFPPvss5x11lkWj7N48WKCg4Px8fFh1KhRZGdns3PnTubPn09YWBienp5cfvnl7v5zbUJmTiWuw2iETc9BZCrcvQ00VtY+Pr4GKrMcOkSZTvRlWgpOAYJ9PXnp6omc/+IWfjxczHUzEu07gFkMadBE8AmG+OlwYi0sEaUUmVZW3JzBy0NDfKgvmTI4lUgkEhGcJs6B7C1waAXM+W1fj8gpzH1uQx20IBsRHUij3khuRT1JLlSKl0gGKvlVDcTZUdILkBAuEgEnrPSd9pThdBeenp4kJSXxzjvvMGvWLMaNG8f69es5efIkvr6+PPfcc+zatYvQ0FBuuukmGhu7Jl48PDyYPHkyP/zwA/Pnz7d4HG/vtnmzVqulpaWl31pUycypxHUcWw2lR2Hug9YDU4CQBCF44cCXwlzWGx7QtazXzKjYIAaH+LIpo9Tu/VOwBwJjIShW/D50icim1hTS1GIgt6KeIW6YHCRH+HNK+m9JJJIznYYq0BXD8LPF4uD+Tx26VvQnzDYyw6Lt8zg1MzxGKvZKJO1xJHPq7aElIcyv32VOQZT2Pvfcc8ybN4+5c+fy6quvMmHCBGpqavD39yc4OJji4mLWrFlj8fWKovD222+Tnp7OM888Y/Nxp02bxsaNG6msrKSlpYWVK1e66k9yChmcSlyDqsLGZyFsCIy5tPttQxKguRYaKu0+TJmuiSAfD7w9tFa3URSFecMj+eVkOXqD0b4DFOwVWVMzw84W9yfWkVNej1GFFAdXv7sjyeR12l9XsSQSiaRXKDsu7iOGw7grxIJn8aG+HZOTnCzR4aUVFTKOMMxUDiwVeyVOUX5ywC/0AFQ36KltarFLDMnMkEh/q5nTvmTu3LkUFhYyc+ZMoqOj8fHxYe7cuYwfP56JEycyevRobrnlFmbPnm11H1qtlk8++YT169fzyiuv2HTcwYMH89hjjzF9+nSWLFnCqFGjCA52bXWgI8iyXolrOP4jFB2Ai14BjfXAERDBKUBVNviF2XWYMl0TEYGWS3rbM394BB/vzGFvThXTkm08RmONmBiNvaLtsejRwlLmxFoyvUUdvyuVes2kRPjToDdQXNNEjJ1WAxKJRHLaYO43jRgOcdNgzSNw4FMhUDdAOVEitAo8tI7lA/y9PYgP85WZU4njlJ2AlyfD+S/A1Fv7ejRO0eZx6mf3a8cMDuan9BIq6poJ87degdfbLF68GL1e3/p7RkZG68/vvvuuxdds2LCh9WedTgTcXl5e/PDDD62PHzokFvZuuukmbrrpptbHv/3229afr7nmGu644w5aWlq45JJLOPvss535U1yCzJxKnMecNQ1JECvdPdEanObYfaiy2mar/abtmTU0Aq1Gsa+0t3A/oHbMnCpKq6XMqeJqoM36xZWYfVMzy/rfip5E0husTy/hqW+PYJSiL2c2ZcdA6wUhieAfDkPPgoMrhBL8AOV4iY6h0c5V3IyIloq9EieoPCXuN/0f6Bv6dixO4ojHqZmFI6LElDWjxNXDGrA88cQTTJgwgTFjxpCcnMzFF1/c10OSwanEBWRugPzdQrRCa4OstzPBqa6pi8epJYJ8PJkYH8JGe4LTgj3ivn1wCjDsLGiqxpizg8hAbwLtkC63lfZ2MhLJmcYvJ8q4c3kab245xbqjxX09HElfUnZctIdoTYVd464Q1mRZm/t2XA7SqDeQW1nvsBiSmeHRgWSW1tHcYmerikQCUFtkui+E3W/37VicJL+yHsDunlOAsYODiQjw5ud0BzRJTlOee+459u3bR3p6Oi+++KLdXszuQAanEufZ9H+i9HXCtbZt7xsilHAdCE5LdU1EdCOG1J55wyM5VFBNuUlEqUcK9orA2b+TF53JUiamZDMpblJKjA3ywdtDQ5YMTiVnGIfyq7ljeRpJEX7Eh/ny3/UnTu/e6xM/QU1BX4+i/1KWAZHD234fcR54BcKBz/tuTE5wslSHqsIwZzOnMYG0GNX+V11TdBCKu1pbSPoZOlNwGj8DtvwLmvrZ58gO8qsa8PbQ2DwXbI9Go7BgRCQbj5XQYtIkOa2vN/0AR95fGZxKnCNrK2Rvhdm/Bo+eM5qtmBV77aBRb6C2scWmsl4QwamqwpYTZbYdIH+P8DftjE8wxM9gdP0Ot4ghgThhJptEkQYUDVWnhcCCpG/IKqvjpnd2Euzryfu3TOfu+UPZn1fN5uM2fmcHGhWn4INL4T/j4ev7RR+YpI2WZvEeRbQLTj19YdRFcOSrAVmOaBZfcdTj1MwIs2JvfxNFWnU3rHm4r0ch6QldCXgHw9l/g7pS2Pl6X4/IYfKrhFKvoxm+RalR1DS2sCenCh8fH8rLy2WA6iZUVaW8vBwfH/u0VKQgksQ5Nj0L/lEw+Ub7XheSCBWZdr2kvM7kcWqDIBKI8o0QP082ZpRy0YTB3W9cVy4EmqwIBdQnLmRE9t8YG+S+4DE5wn/gCF7kbIet/4Fj38HF/4MJ1/T1iCQDjJKaRq5/ewdGFd6/dRoxwT5cNnkwL/50nJfXn2De8Mi+HqLrqc4T90lz4MBnsGe5CLzm/BYGTejTofULKjJBNXQMTkGU9u77AI6t6VkNvp9xskSHRnFeqyAlIgAPjdK/+k71DVByBCJH9PVIJD1RWwSB0RA/DYadI67fU28Vi+8DjPzKBof6Tc3MGRaBh0bh5/QSfr9kCHl5eZSWyjJfd+Hj40NcXJxdr5HBqcRxcneJftOz/iZWt+0hJAFOrhdZNxtXv8pqRXmurZlTrUZh7rBINh8vQ1XV7lfZCveK+879piayQmcxCpjQlAbMsOn49pIc4c/aI8W0GIwOqzq6FaNRBKO/vAi5O8A3DHxC4Oi3MjiV2EVNo54b39lFua6Zj2+fwRBTRYK3h5Y75qXw12+PsPNUhe1K2wMFc9/Xuc+Abyhs/x/sehOOfAlDFokgNWmuzefE046yY+K+c3CaNEe0jhz4bMAFp8dLdCSG+3drf2YLXh4asYBZ1I/KMYsOicWEhqq+HomkJ3TFEBAtfl74GLw+X5x/Fjzat+NygPyqBkbGBjn8+iAfT6YmhbE+vYRHz0slOTnZhaOzgfw08PSHqNTePe4Aoh/OgCUDhk3/JwKUKbfY/9qQBNDXQX2FzS8p05mDU9v7DOYNi6C0tomjhT2sNuebgtPYCRafPtwSR6EaRmLFLzYf216SI/xpMarkVfaz0jV9I6S9B/+dBp9eKwQVzvs/+O0hGH0xnNoEBn2Pu5FIQJTn3/7ebk6U1PLqdZMZHx/S4fmrpyUQ7u/Fy+tPw5LX2kJxHxgLAVGw5HHxPVryhJjov7cU3lwi+vjORFptZIZ1fFyjhbHL4MRaUeUygDhRomtdfHGW4TH9TLG3cJ+4d8CzXNLLtA9OB02AkUth23/tmoP1Bxr1Bsp0zQ6JIbVnUWoUx4prW5V/ew1VhU9vgO8e7N3jDjBkcCpxjIJ9cPwHmHkPeDtw4W3vdWojbcGp7b2t5tLATcd7KNko2Avhw8DH8mpcZnk9m9Xx+OVtdFsgltLfFHtVVZT+/GccfPOAyI5f9hbcvxem3wFe/iLb01wrVgLPVHa9Cf8eKwN0GzAYVX79yV52nKrgucvHWyzd9fXScuvcZDZllLI/t6r3B+lOaovEirl3YNtjPsEiY/qbg8KDsCpb9KOeiT1QZcchOF6cWzoz7kowtsDhL3p/XA6iNxjJKq9zWgzJzIjoQHIq6qlvbnHJ/pymwLSo29IgFjEl/RNVhdpiCIxpe2zBY9BUKyqhBhDO2Mi0Z2FqFAA/p/eypUzZcajJg8IDZ+Y53kZkcCpxjE3/JyZV0+5w7PUhieLeDlGkMp3oOY20secUIDrIh9SYQDYe6yk43QODLYghmcgs1XHYbzpKUy3k7rT5+PbQ5nXaT4LTzA2w9i+ixO6Gr+DOTSJ7oW3XDZA8DxQNnPy5z4bZ5+x6S3yOiw/19Uj6Naqq8qcvD/LD4WIeXzqq2z7w62ckEuTjwX9Pt+xpbaGYIFoq2/X0ET1gi/4sJv2Z63t/fH1N6bGuWVMzMWMgarQo7R0gZJfXozeoTtvImBkeLRY1jhf3k9Legn1tPzdW9dUoeubY93B8bV+Pou9oqhELCObMKUD0KBhzGex4DXQDp98y31RZ5mzmdEikP4nhfvzc29ZlmRvEfVO1XcmZMw0ZnErsp/gIpH8L0+9yvJk+JF7c2xGcltY2EeDtgY+nfb0784ZHsju7gromK6vNNYVi0mil3xRENrM8ehZoPERpmRsI9fMk2NeTU/3FKsBsd3HhS8JOx9KE2jdUKByfPAMn0gDFh4UgCIgebIlFDEaVp1cf5eOdudy7cAg3z+6+xyfQx5ObZyfz45Fi0otqemmUvUBtoSjp7Y7xV4ltNr/QO2PqL6iqyCp07jdtz7grIG+n3WJ6fYWrlHrNtCr29ofSXn0DlKZD+FDxe38u7V37F/jynjO3uqXWFIC1z5wCLPgDtDQKa5kBgqsyp4qisHBEFL+cLKeh2eCKodlG5nrQeIqfz9T2DRuQwanEfjY/B14BIjh1FJ9gIaZjZ1mvI75W84ZFojeobM+00qtkLk2yZCODmFhnldczODpKeIQdX2f3GGxBUYSdTE5pNZxYBz/+2SEvWJdRb3q//MK7327IQsjf7R5RjENfwBuLwNiLFw97OLgCFK3ovc5zT0Z9oFPdoOf293fz5pZT3DgzkQfPtk3Z8+bZSfh7aXll/Uk3j7AXMWdOu8PDG2bdD1mb3Val0S+pyRc6BN0Fp2OXAcqA8Tw9USKCyCEuCk4Twvzw8dT0DzsZsxhSygLxe38NTg16sZhRV3LmZk91puA0IKrj4xFDYfw1ojVlgHgv51c2oNUoxATZZ01iiUWpUTS1GNmW2UvWZYYWOLVZZKwVrSjtlVhEBqcS+yjYKwKGqbeBn5NKmnZ6nYrg1A4vVRNTkkLx9dSyKcNK6UrBHnGiiBlr8en8ygaaW4yiJ3TYEig+6PoTudEApzbxsP5V/pN/NXxwmegFObTStcexh/py0Hp17I+zxJBFoBqFMJKr2f+J6GfV9XLpjS2oqghOhyyE5LlCwVjSgRMltVzy361syijlqYvH8MSFo232pgvx8+K6mYl8e6Cg//RhO4OqmuwceghOASbdKKoSzqTsaasYUjfBaXCcyYbn0wHRr3WiRMegYB8CvF1jjKDVKAyL6ieiSGYxpJSF4r6/KvZWZoPRlDHdu7xvx9JXtAanFs498x8Siwybn+/dMTlIflUDMUE+LnE0mJ4Shp+Xtvf6TvPThEbHiHPFea5IBqfWkFYyEtupzoePr4agwTDrAef3F5IA5bb3lJXpmh3q3fHx1DIjJYxNx62sjhXshaiR4OVn8emTpjLblMgA8DkL1j0hMpuTbrB7LB0wGkW27dBKYTCvK2aKxpfvDRM454p78P76rr7tBakvE1nTnoKJuKkik565HkZd6LrjG/SQvVX8XJUDQYNct28TeoORO5ensTen+1X/c8fE8o9LOy1e5O6E6hxY9EeoKxP/w9pi4SUnYe2RYn776T58PDV8dPsMh2xhbpuTwrtbs/jfhhM8u2y8G0bZizRWiRK6nsp6QYjMTb8bNvxdlI5Hj3b78PqcsuPivifPzHFXwtf3Qf4eiJvsnrGoqigFzd0Jt/7g8G5OlOpcljU1Mzw6kM09Cfz1BgV7wS9C9C5C/82cmhc9kuZCxg9n5jnabGFl6e8OTRJzmbT3xLwuNLFXh2Yv+ZUNTvebmvH20DJ7aATr00t7tht0BZkbAAWS50P6d23zG0kXZHAqsY2mWvjoSmjSiYu1fw+lnrYQkiiEdGz0Oi3TNTEjxbFs7bzhkaz/5gi5FfXEh7ULQlVVTHJSz7f62lOlImuTHOEP/qOF397xtc4Fp5VZ8N6FoqzZwweGnQ1jLmVd4zge+DydNRFzGRkQKUqR+or6ip5LegG0nuLC72pRpIJ90Gzqv63KgQTX+8u+sv4kP6eXcOnEwQT4WD4d7s6qZPWBAv5+yZiOF6+Dn4v/Xer5UHJUPJa3U0j0u5r1f+9ZEXn4uTDtdtcf21YqMsEvAqNXIC+vP8ELazMYOziY166fzCAHJxORgd5cPS2BD7Zn88DiYcSFWl5AGhCYJ4hBNgSnIP6Xv7wo+sEue9N94+ovlB4T7R7+XRWcOzDqQlj9e5E9dVdwuv7pNhXTJp1DivRGo8qJEh3XTHNisr/6QdjzXoeHnjWqtBhV1L9pUACiRsHtPwu7nd6kYJ/QafA1XZP7qyCS2Tv3rCdFi8j+j2HOb/p0SL2Orhi03qKVyhJzH4S9H8KmZ+Gi//bq0Owlv6rBpf7Xi1KjWHukmIxiXWtPt9vIXA+x40XVYew4OPiZsMZyxXz6NEMGp2caRiOg2nchM7TA5zcL4ZdrP3PdKn5oIujrRfmof0S3m+oNRqrq9Q6V9UKbpczGjFKum9FuslCVAw0V3YohZZbpCPLxINzfSwTRw5bA4S9FZk/r6dB42P0OVOfBJa9D6q9aS2cT8qsBIcA0MiC6b8tZ68ttC05BlPZmrBEBSliKa45/amPbz25QtUsvquHl9cdZOn4QL1w5wep2y7dl8eevDlNY3dgWZBn0cHgVjDhP/O9ix4sS6Fw3BKe6Utj4rKg0sPY9qciEqty+DU7fuxCDbzgP+P2D1UcquXTiYP5+6Vi7Bcw6c8e8FD7ckc3rmzL560VjXDTYPqC9x6kt+IXBlJuFF+HCP0KYjUbxulKhHG1NxKy/UpYhSt16GrNPsCiLO7QSznna8XOwNbb8W6jRhw8VlT01+T1ncy2QX9VAo97onBhS9laxiDvygtaH8srrWX2wkIvHDmKQUi4WybK2QMp8x49jL2YxpNRfgXcQoPTjzOlxUc46eDIkzBSlvbN/PbC+G85i9ji19jcHDxZ+9Ttfhzm/g/AhvTs+G2loNlBU00i8k2JI7Vk4os1Sxq3BaVMt5O0SegLQ1kZWdEC0Bkk6IHtOzzRW3gL/Gg0nfrJte1WFNQ8Lhdrzn4ehS1w3Fju8TstNNjKOBqcpEf4MDvFlY+e+04I94r5bG5k6UiID2rJmQ88S0uyOipUYjaJXcehiGH9lh57O5Ih2Xqf+kX1b1ltXZkdwajq5ulK199QmiB4D/lEuF4bSG4w8+Pl+gnw8efLC7hdbUmOF920H1djMjaLseezl4ncPbxGgukPA5vgPgApXLhcZEgu3g8ELqK3swyy7qqLWFKAt2sfM48/zlwtG8fwV450OTAEGhfhy2aQ4PtmVS0nNAPZSrDEHpzb0nJqZeZ9QCN/6H9u2r6+Ad8+H5ReLLJE7+sDdRVkGRNgYBI67Unz/MhwvubXIrrdg3eNCsGSp6T2vznNoVwfyxELjmMGWvbNtoq4UkmbDkidab17nPsmzLVfx0+C7hZK6d5Doze9NzGJIsRNAowHfkH4cnGa02RNNvF4sOJxp+gC1RT2XMs/9nVhg7cd97gfyqjAYVcbHh7hsnzHBPoyKDWK9u/tOs7YKn2azgFjMOHEv+04tIoPTM4n01SLbo2+ADy6FNY/2bJy97b+w+y2x0jjlZteOxxycVvYcnJbpmgDHg1NFUZg3PJJtJ8vRG4xtTxTsFSfkKOsBighO25nCpyxwzlImZ5swYR57RZen/L09iA7yFsFpQFQfl/XakTkNHwrB8a7zZtQ3iglE8ny7hbNs4fVNmRzKr+FvF48hzL97BWizt2B6e4XMg5+LDE77xZr46eLz1NLs0rFybI3o8zZfzCxwtNoD35Zqskr7yIaoqQZFNVBEONdp13FL4E6X9u/cNX8ILQYjb2455bJ99jrmzKklURJrBMbAhGth34dtwa01mutF60VllrCI0JXAe0uFuFp/tyxoqBLZHWsep50Zdrao0Pj5b6KyxxXs/1SUCw8/Dy55re365GBwui+3Ei8PDakxDganRoOpqqijwmpMkA+BPh7CTsbTF0ZdBEe/huZeFA0ziyENmiDufUP7pyCSqrZl5EG8V14BsOcME0bSlXT0OLVEQBRMvE6UmppbEOxk3ZFi/vl9ukOvtYXd2WIBZFJCqEv3uyg1irScSqrr3Wg1lLlBtAHFm9qT/MIgKK7/n5v7CBmcnik06eC7h0UQ9puDMO1O2PE/eH2B9S/H0W/gxz+JE/riJ1w/pmDbvU5LTcFpZKD9VjJm5g+PQNfUwp7sdiu8+XtEds7D8n7rmlooqmlkSHshJp8gUR6UvtoxxciDn4GnnygJtUByhL8pOI0Wk5O+8GYztIgeoh7KrVtRFBG0Z25yzWQxb5cQj0me5/LgNKO4lv+sO86vxsbwq7E9l1gG+3oyOMSX9EJTcNpcL3x+R10kMqZm4qaCocm1Fxt9o8hGDz+n2zK0nAYfPBQjX2w74rpj20FtlVhESR9+DyTOgW9+LfyQXURShD8Xjh/EB9uzKTedCwYctUViQcOK8JpVZv9arLhv76YXzNACK24W35vL3oAFj8L9aXD2U5C3G16dCytvF4Frf8QsjGdr+azWE5Y8KUpL933g/PGPfgtf3i2UgC9/V+w/MBYUjcPB6f7cakYPCsLLw8FpVn2FUEHv1IOrKAojogPJKDItRI2/SvTmp6927DiOULBPiCEFDRa/+4T0z8yprgQaq9s+V94BMOZSsUjf5ELF4/KTYmHjizut31bd3XfWIbqinoNTgBl3i/nGztcdOsz/Np7k1Y0nqarvtEBbVyYWf1beDu9fJBIkDrAnu5Ihkf6E9rCgbC8LU6MwGFU2Hi8V1Wo/PwVrH7d+W/8PaLTTfztzvZg3erazwIkdJ+1krCCD0zOFDf8Q2boL/iWCq189C9euFP2WbyyCX14y9aOayEsTJ5LBk8UqssYNHxWfILHiakPgUVbrXOYUYNbQCLQahU1mpUOjEQr3d9tvarawMJfbtjL+KrEim7XFvkG0NIt+1dTzrYpsJEcEtJX1gjix9zYNFeLe1swpiL7Tpuq2UmlnOLVR2PskzjIFp7kdP58O0mIw8tCKA/h7a+3qX0yNCWzzFsz4XkwGzSW9ZuKniXtX+p1mbRHej8MtL2QAVNfrKWwWn8/1e9Npaul9T9iCApHVC4qMhWVvi+/2Z9fbfwHvhvsWDaVRb+Cln21X+O5X1Bba3m/anrBkUWa6620RsHRGVeHb34jP5fnPiUUTEJOgWffDr/cLAZijX8NLU0TFTF+cU7qj1CRa052NTGdGLhVZiJ+fFouvjnLyZxHYD5oIV3/cNnk0B6gOBKctBiMH86sZHxfi+LjMVTMBXQWihscEcqy4FlVVIWEWBCf0bmlvwV6RNTUvmPmG9k9BpFZ7onYZ+Yk3iHPq4VXO71/fCBuegVdmwr6PRFWUtduBT8Q2vU1Lk1g4sKWdIHyI6G/e9Zbdmfiq+mb25lSiqrAzs1S0uPz8tEiA/N9QWHWHOAdlbmj7vtuB0aiSllPJlETXiSGZmRAfQpi/Fz8fLYbDX4ie8+2vwPb/Wb5tfEbc20pNoVhI69xbGjMOyo+LBW9JB2RweiZQeEB8kSbfBAnT2x4ftgTu3iZKpH78Eyy/SNjFVGbDx1eKMo+rPxGlQ+7CxqxYmZM9pwBBPp5MSghhU4ZpYlZxUvSOdtdvagpOO5T1gpgs+obBztfsG8SJteIibqGk10xKhD8Vdc3UeZkCw74QRaovF/f2eNmmLAAU1/SdntokJos+QeIzYtSL1V8neXPLKfbnVvHkRWPs+iyNiAnkZKmO5hZTv3BADCTO7rhR0CBRpuPKvtOMNSLLnjzP6ia5lfVUIhY6NI2VfH/I+ffJXkpLRHAaFRUrepuWvQMVp4Tlh4v8KIdGBXKVSbl3QPqe2upxaok5vxUT6p1vdH1u/dNC5GXew8J/ujO+IaJf8YG9MOFqcc56eapQiewvlGWI9ooQO5RtFUUIItWVtCnr2kvOdvjkWhEUX/t5h/7/bw8UcLI5BLU61+7dHi/R0aA3MMGZ3rg60yKqBfXi1JhAqhv0FNc0iYXjcVeIzIyD5Zh2YRZDar+o6xvaPzOnlrxz46aI3mZnS3tPrINXZoiF/5FLxffrNwes38JSXHINsxudeZEjqvvtzMy8X8xR9n5o12E2HS9jGDm85Pkic1dNh7fOgs3Pie/1wsfg9vVwy/diYwcEDjPL6qiq1zM50bUlvSD8gxcMj2RjRinGmkLRtvXHYvhzieXbsLNh15si8Ldp8BvEvbnf1EzMWFEdUdI3FU/9GRmcnu4YDWJV3S9MTFA64x8OV34ghBXy0uB/M4WYhqFZXKwtrNq6lJBEG4PTJnw9tfg7aWY+b1gkhwqqRWlgvinD151Sb6kORYGk8E7BqaevsJJJXy2yerZy4DORjexGnc2cpc3TmzKr5klKb9IanNpY1gviMzZogvOWMk21wjbFHJC1Cmc5V9p7okTHC2szOHtUNEvH2ZfBSo0NosWociovTywwjLnMsuJ1/FTXBaeqCse+Fyb37UuBOpFTUU+VKj4rI4L0fLjdtf25tlBVLhZQoqJN76tZxOXIV2IF2kX8ZskwvD00/HON+/qa3EZtkbChcoTo0SJ7vuN/HbOEO98Qq/yTbhQTwO4IGiTO81d9LCojCvc6NhZ3UJYBYUNAa+f5PW4KjL4Utr4INQX2vbZwP3x4uciOXr+qy0Lcu1uzOFwXREul/cHpvtwqAOeEW8xieP5dgwpzH/yxYlM1x/irxCT34OeOH89W2oshmemvgkhlGeDp31Z+DGJRY9L1osLFgQweNQXw2Q2il1ujhRu+gmVv9bzwFBAjPFZ7G/Pitq297gnTIW6aaCMw2l6Fs/VoLm94/4uFHofY6jFdLFA+dBJu/RHmPyySAKEmxXEbdEY6k5YtqkYmJ7k+OAVR2ltZr6eiOFeUQHdXLTjjbrEodugL23aeuUHM+6I7eaXHmnQkCvc7NObTGRmcnu7sfltM9M/5u1jdtISiiEDrrs0QPkwEW1d+4JB8vt2YM6c9ZFfKdE1EONFvambe8EhUFbacKBOlSZ5+3SpEZpbWMTjE17Lq6NRbxf3ut207eGONKL0bfWm39gfJpiztqQZTcGpe+exNzGV/9pT1gijtzdvlXDlnznbRY+fC4NRgVHl4xX58PbU81dmv1AZSTRLzdftWiYWbscssbxg3TZTP2ztRtkTxIbGvEed2u1lORT2ViPGdm+LFzqwKMsyT1l5CVyUm0l4B7RYzZt0PqRfA2r+I/6kLiAr04c75Q/j+cBG7siyUuPZXjEaRNXE0cwow9/ciAEh7V/x++Ev47iEY8Ss4/wXbrTHMi3HlmY6PxdW0V1S1lyWPi2Bp/dO2v6YiUwQXPsEiuOiUVaqoa2ZPTiUFagSa2ny7Wwr251YR7OtJUrgTvrzdlfWagtMMc6tBxDDRgrP/U8ePZyudxZDAVNZb7ZLWC5di/lx1/m6Mu0pkx/bakT016OGXl0XVQcYPsOhPcPcvXbNh1giM7pvMqTmb3pNab3tm3Sf609O/tWlzo1FlyLE3SKCYNaOe5Y6aW6gZurRr5ZVviOhPdiBzmpZdSaifJymdW6xcxLzhkWg1CjVl+T1nmVMWQmSqWHjtqTJIVUVwmjy/a8AbHC/eDymK1AUZnJ7O1BbBT38VX4rO/XGWCB8iVrl+d7TbMkKXEpIILQ09ZgfLdE1OlfSaGTM4mFA/TzYeKxW9kbHju12tP1VW17Xf1ExIgpgY7nmvZ9VjECf6lkZRgtUN8aF+aDUKx3Smcuo+Leu1MzhNWSgmilmbHT/2qY2iFCjBpGrXKpzluNfpO1tPsSeniicuHEVUoPUspDWSI/zx0moIy/xaZHisZdvjTWXzrsieHjOVQA07p9vNcirqRYk5MD0GvLQaPtrRu9nT5lrT58U3pO1BRYGLXxHfk89vctkiy21zk4kO8ubp1UdFz91AoL5MLLg40nNqJn4qJM2FbS+LksIvbheft2Vv25dxDIgSiqUVJx0fiytpaRYl4I4uhoYmwbQ7RBli0aGet9eVwvJLRVbo+lUQEt9lk40ZJRhVKCQCrVEv/n92sC+3ivHxIc4pVteVgsZTTF47EebvRWSgd1vmFGD81VB80Lb3wBk6iyGBGKNqFG0y/Ymy45b7mAMiYfi5ok/XFsHB4iPw2nz48Y+inePeHTDvoY6CeD3R55lTO4LT1AvE9+qXl2za/PjR/dxoXEXO4PMZPPEcjCqkZVnJpIcmOpQ53Z1dyeTEUJeqwLcn2NeTyYmhqLU2iEcpisieFh2A7F+637Y0XSxKWKqWUxRR2ivtZLogg9PTme//IIIhe1bVNVr3l/K2x8asWFlts0uCU61GYc6wSLZmFKMWHui2pFdVVTJLdR2Vejsz7XYRyB22obzjwGfihB83tdvNvDw0xIf6klFpEJPIPinrdUAQCYQokKe/c32npzaJSbe519nLT/RdOZg5PVVWx//9cIzFqVFcPGFwzy+wgKdWw9SIJhJq0sRCj7XvU8xYIReft8uh43QgY43IhvSw4p1bUU9IWAQoGvwNNZw3NoaVe/Kob3aRxUYPGI0qan0FTRq/rhUBPsFwxXJhM7HiFpcoOft5efD7s0awL7eK1Qd7sFfpL5htZJzJnILwIqwthA+WiR62qz+2XxNAUcRry/tJcFqRKRa07BFD6sy8B8Vnbe2fu9+uSQcfXS4Wbq/5zGq29qejJUQEeBMxOEU8YEffaV1TCxnFtUyIC7b5NRbRlYrznpVzzYjowI4VEqMvFdnAA24WRuoshgRtVVn9qbS3uU7836x9ribdIK6tGd93v5+sLfD2uWKB4soP4ZpPxXXcXgKjRd+4K1WCbUFXDCgWy8OtotHCjHvFdSynB09YVcV37cM04Yn/hc8wMSEUT63C9lNWetpDEu1WDa+oayaztI5Jbug3bc+i1CiCWiqo97KhnWnclWJRuKe2FfNcyFqGPXY8FB92nSXWaYJLglNFUd5WFKVEUZRD7R4LUxRlraIox0337v1USTpyYp0ImOb+HiKG9vVorNManHa/kuaqzCnA/OGRhNZnorQ0wCDrYkgltU3UNRu6iiG1J3m+KAve8Vr35R21xSIj2F1g0363Ef6cKjV5nfZJ5rRMmLtbsdixioe36Dd0tO+0vkIIeHXO3FsRzjpSUMMLazP45/fpVm/3frgHbw8Nf790rFOrrpd770SDar2kF8T7FTvB+cxpbbEox+9GpddMbkU9g8MCRPaivoJrpydS29jCt/t7J3DLr2ogQK1F723lFB8zBi54QWTT379IBKnWbj/+yaYJ7mWT40iNCeTZ74+1qRMfXAH/HguZG13417mI1tI6JzKnICoT4qaJ/tHrVtonWNae8CH9J3NqSVHVXnxDYf4j4rxzYp3lbQx60StYeEDYxcRbXiTUG4xszChlUWokgxPFmCoLbS+BPpRfjVGFCQkhdv4Rnagr7dbKa7gpODUaTdcd/3BRZXHgc7t6Be3CLIbUvt8U2oLT/qTYW3Zc3EdaCU6HLBbfx73dWBEd+gKWXyIWlW5bJ5RsHb2GmHs+ezt7WlskPkf29nNPvFZcU3oSGzv8BQlVO/g44EbCoxPw9dIyPi6EHZlW2i5CTTojdpSAm+3/3KHU255Fw8MJo4aTDTaUDnv6wpRbhO5IRTf+25kbRLWVea7bmZixIolkttOSAK7LnL4LdG6MehT4SVXVYcBPpt8lvYG+QXhuhQ8VKo/9GRsypy0GIxX1zUQGuMbbat6wCCZoxMRMbd8304mTpUJ4JCWim8ypoojsaeE+4SdojUMrRdlTNyq97THbyaj+UX3Tc1pf7vjEd8giMfF1oHRHWPOo3QanBqPKj4eLuOr1bfzqxc289PNx3tp8yuotp6Kepy8ZS3SQ/eW87ZnVsJ4DxmQqfXtQFI2fKj4Ptir5WeL4D+K+h35Tg1Elr7KBhDA/8f9qqGBqUijDogL4cIfjZdD2kFlWRyg66z3tABOuEcGDrkiIP1i7bXtF2DIctxJgmNBqFP7wq5HkVNTzyebDwkdw5a3iM2JrD3hv4qrMqaKIUtT7dkFwnOP7CRsivp994aHcmTKTKE24E8EpCKXi0GT48c9dgzNVha/vh5M/CTu1br5Xu7MqqW1sYVFqNCNHjAIgL+u4zcPYn1cFwDhnbGRA9Jx20/s2IiaARr2R3Mp2NhTjrxTfMbM6qKsxiyF1rjgyl/P3p8ypOTi1ljnVeohS6OM/CquPzmx7xWQxNEmozFoLLmzF/L/s7b5TXbHtYkjt8fIXuhrpq61XWTTWYFzzBw4ak6kfd2Prw9NTwjiYX01dk4VsYEii8AO3Y9E9LacST63COGerEXpgmH8DWkVlf5WNiZCpt4ksszVf2JZmMafpri85xiSKJEt7O+CS4FRV1U1A52WSi4D3TD+/B1zsimNJbGDTc6Js4oJ/2dcT0Rd4B4jS0W6C04r6ZlQVIgJd87dEBflwTXwFNaofH5+wLkyUWWryOO0ucwriAucd1L2tzMHPRPmGtVXcTiRH+tOgN9DkHdGHwamdJb1mUky9FZkOlPae2iTKgjtntEMSUKtyeWvzSRY+t4E7lqeRU17PH85LZd+fzybj6fOs3g49eQ5Lxzuokmqm7ARRtUf4yjCL9KIeyrLipgnRJGcU+I59L2xporv3Yi2sbqDFqIrg1DcM6stRFIVrpyewP6+ag3nVjo/BRjJLdYQoOrwCeljMWPgY3J/W/e22daI888PLRDDRjbDW/OGR3JRQyqKNy1APfgbzHxWlesd/7H++ca2ZUyeDUxDnTC8nRUHCh4ggw0kFbJdQdlx81jv5Pjc025n98/ASCtElR2BfJxuMn56E/R/Dwj/C5BstvtzMz+nFeGk1zBkWwfCkeOpVb6qLusmMdGJ/bjVxob7OV/rUlVm0kTHTqtjb/nw0/Fzx/XGX56klMSRoV9Zb5Z7jOkJZBigaUcJujYnXiUXj/e38R41G+OGP8MMfhEXMDV86vlDbHvN3vzfsftqjK7bdRqYz0+4QrRrWSlfXP41SV8Jj+luZl9pWFTI9ORyDUWVPjoXFCnNJtB0aEmlZlYweFGxZmNKFKCYRsh0lnjTqbTj/BMWKcvo9yy1fq/J3i1LubtwZiBgGWm8ZnHbCnT2n0aqqFgKY7h38dkjsovQYbP2PUKPrLVEjZwlJ6DbLVlbrvMdpZ8YqJ8n1Gc4T3x7lUL7lCfypsjp8PDXE9pRx8w6ACdcK9UxLJTtlJ0Sfjo1ZU6BVka5SE9Km2tib1JfbZyPTnsgRwjLDkdLeU5sgcWaHcuKssjq+zfFEMep5ffUvRAV688q1k9j08ELunD+EYD/rCwwu49AKVBS+NczkWFEPoh/x08S9o6W9+kYR2I84t8cSspwKEYSJzGk41IvJwCWT4vDx1PDRTvdnTzNL6whV6vAMdPDz0p7Bk+COjTD7N6Lc7n+zLGeBjAbY+CyPl/4ORTXw/ohXYOEfhMWPvt56aWdfUVsoAo1uVLp7lbAh4r4/9J2WZXRZtFufXsK4J3/gl5P2CREx6iKxOPTzU22WOztegy3/gsk3CxGbHvgpvYTpKWEEeHug1Wqo9IrGaIddmFkMySlUVSxK2hCcdug79fAWk+X0b93T22hJDAn6Z89pWYYIhLpboA8fAolzxLlGVUW1yxe3CdGxqbfD5e+5zufdLLLT2206tcWOL4oFxoh5y94P23QozBTsg52vszX0InJ9R3Tw9J2UGIpWo1gu7TV7GdtYWdXcYmR/XpVb/E27YJq/5bcE2u4XPuNuaK7tuiAGot9U0QghO2toPSF6lGg3kLTS54JIiqLcoSjKbkVRdpeW9oHwy0DC0AJvnwf/GmP99uZZYlX97Kf6erS2Y6Wf0EyZTpRHuiw4bWlGKT5Myvi5hPt7cfeHaVQ3dC1vyyzVkRwRgEZjQ4/J1NvAqG+zeWjPwc8ARUycbcSsEFzUEigu+C3NNr/WJdQ5kTlVFLFSmLnRvt6n2iJR4pc8v/Whr/bls/D5Daw6JVZMP7w8lhV3z+JXY2Px0PbS6UtVhX9g0mya/aJ7zpwGxojPdJ6DwempTSLAsqHfNK+iAYD4dmW9IJQHLxw/iK/2FVDT6N7SzcwyHeGaOpTuynrtwdMHznoSbvlRTCzfv0i0KZiDjaocePd8sWo/5lJeG/k+Tx8MIbeiXkw0fcOEv2p/oqbQNVlTVxFuCk77uu9UVS0qqn53sBC9QeV3n+6nss6Oc5+iwDlPiwDgl5fg8CpY8wiMOB/Of77HxZ5TZXVkltaxOLVtLd0QOJjg5mJKa3su0y+pbSS/qoGJzganTTWi9LGbjJe/twfxYb5dz0fjrxbnj6PfODcGS1gSQ4I2ReH+Fpx2YxPXysTrhChXxvfCXujQSpGB/9X/WfaydhTfUJEh683MqdFoKg+3Q6m3M7PuE44Ku97quN/Vv0P1C+eP1Zcwb5iwYTET4O3BmMHB7LAkimSjzoiZwwXVNLUYmdIbwalp4cAzJJaPd9pYVTJ4EsTPgB2vdp3vZG4QVWDtVewtETNW2MkMFPX5XsCds7tiRVFiAUz3FtM/qqq+rqrqFFVVp0RG9qJK7ECkJh9yfhFf7uR5lm8jL4CrPuxdxV1nCUkQqnpWvphtwalrek6pLQSjHt+YEbx8zSQKqxp56PP9XWwpMsvquhdDak/EUBi6RPS7te/jMgc2yfNECYiNxAb7kBLhT1qF6W/ubcVeZ3pOQfSdNlaJ1VVbOWWyn2mX8X9jcybDowJ59tYLABjq2QeTn8J9UH4CZezlpMYE9Rycgsje5O507GKTsUaUNifN6XHTnIp6tBqF2GAfMflpt7p97fRE6psNfLU33/4x2MGpkloCVJ1rSt/aEz8V7twsVCN3vQWvzhYZsP/NEb1vl7wOl73JvedNRqOBZ384JvrIRl4gJpq22Dv1FrWFzoshuRK/cPAO7vvMaU0BNOs6iCGpqsrGjFLGDA6ivK6Jh1cesM8yKH4ajLpYVBB9cYf4fdlbNgUaP6eLacqi1LbJvF9EEoOUMnae6tlX90CuqMJxOnNq9pnuJnMKQrF3V1YFL6zNaLulh1DlE0f2+rd5YW0G72w91Saa5AzWxJBALCh5+PYfQSSjQQjM2CKyNeoi0ZbzyTWQs02cV+b81nHhI2soiggSezNz2lAhLKycCU6jRoq5zc7X286pe96F/DRypzxGdr0nC0Z0/ZzOSA5jf2511/JYTx/RA2tj5jTNJIbkbqVeoPV/s2jKGHacqiDTpDvSIzPuFq10x9a0PdZYLUQNuyvpNRMzTvyvatx7rR5IuDM4/RowN3fcCPSzpewBSE2BuJ/7e+EfaO1mw6S2XxGSKNTKrPRWtganLuo5bT1OQDSTE0P5w69G8uORYt7c3NZX1NRiILeiniH2GD5Pu0OIHRz9uu2x/D1iVbYHb9POKIrCBeNi2VlqmlD1Zmlvc71YKe1GKbJHzNnPTDtKe09tFCvwMWMB0Ut1KL+Gq6bFEz7YpDjthNepwxxcIfwGR15Iamwgx4pqe57sxU8TAUl1nn3HUlVh8D5kobiI90BORT2DQ3xFFtkvTPzfTP2W4+KCGTM4iA935LjND7S+uQVdTSUajN0LIjmKlx+c+3e4abX4fd0TogT0rs1C/AWICfbh9rkpfLO/gH25VWKy2axzXDHaHdQW9a/MqaJAeErfZ07NYkjtMlxHC2spqW3ihplJPHJuKmuPFPOBvb69Sx4Xk/LQZLj6E5tLM39OL2ZYVAAJ4X6tj4UOSiFSqWHPyYIeX78/rwqtRmHMIGdtZEzn+x6C03nDIympbeLFn4633X4+wTu104mv2s1nP23nyW+OWO79s5dWMaQJlp/3Dek/mdOqbNH3b4s9kZefyJ56+sO1n7eeV9xCYHTvZk5be92dCE4BZt0v5iAHPxMWR+uegKS5fGkQc815w7t+TqenhNFsMFrpO020+Vqell1JXKiv04KGNqErBu9gLpk2FA+Nwqe7bCznT71A+LFv/1/bY1lbxPelOzEkM7HjxX3RQbuHfLriKiuZj4FtwAhFUfIURbkVeAY4S1GU48BZpt8lzmBeVenc7zHQ6UGxt0zXjJeHhkBvO6XQrWEO9EzZ5VtmJ3HemBie+T6dXVlidTynvB6jaoMYUnuGniV6XHa+0fbYwc9EKc/IpXYPc+n4QZQYQ8QvvSmKZDacd7SsF8R7GzPOPr/TU5vEwoopw7FyTx4eGoULxw9y2uvUKQr2idIdvzBSYwJp0Btaez2tYvaytbe0t+iA+J6P6LmkF0RwmhBmmkib/1+m0l4hjJRIelGtayanFsgsrSNEMa0uuyM4NZM0G+7aKgKNm7+HsOQOT985fwgRAV78ffVR1KR5YpGjv5T2GvSi8qE/ZU5B9J32debUgqLqhgxxrlswPJJbZiczf3gkT317pKPwT0+EpcCdm4TKqo0Z/dpGPTsyK1g0smMprTYkHoDMzJ4Ve/flVjEiOhBfLyfLQc2VMj0EpzfMTOLUP84n65mOt9/+/k9oFJWfzzYJvNiQ9e2RVjEkK97gvqH9RxCp1UbGhrJeEG1QDx4TFT/uJCC6d6/lZmVgR9R625M8H6LHwi8vC7uv5no4/wU2ZJQyPi7YYsvVlKQwFAXrfac2ZE5VVWV3dmXvlPSCCE4Do4kK9GHxyChWpOXR3GKD5Y3WQyQnsre0CSGeXA+efqKKqieiRgGK7Dtth6vUeq9WVTVWVVVPVVXjVFV9S1XVclVVF6uqOsx074Kz4xmOOXMa5KTyaH/D3CBvZSWtrLaJyABvpzwqO2AuqzGVuiiKwj+XjSM+1Jf7PtpDma6JzDKh1NutjUxnNBohopCzTZxkDC2if2X4OUJB0U6GRQcSFGH6X/dqcGrqE3EmOAVxoc/dYZswR2WW+P+bMq4tBiOr9uazYEQU4eYLXw+9yW6jtrD1O5caEwTQc2lvzFhR5pa7y75jHfseUIRfoQ3kVdaLflMQvZbQobT3wvGDCPD24MPt7nnfMsvqCMEcnLrXgw7vABG0W/DrC/D24LdnDWdnVgWrDpSIlexja5yz83EVuhJA7V+ZUxB9p9W5vd/P3p7SY+Lc2K63csOxUkbFBhEV5INGo/Dc5eMJ9PHk/o/32KagaSZ6lF2l5puPl9FiVFmc2inLFCwWgxvLc7rtfzUaVfa7QgwJ2i2gOqgjGZYC8TPwO/o5qdEBbM+00PtnL9bEkMz0p+C01GxPZKPHu0brvAK2LQTG9K6VjM7Jz5EZRRHZ07JjcOATmP0AlX5J7M2tYv4Iy/sO8vFkVGyQ5XL40CSoyevRyiqvsoHS2qbeEUMC8X6Z5oVXT0ugvK6ZtUdsLMOedIPIvm9/VfyeuQESZ9vmFe8dID6rUrG3lT4XRJLYQU0BeAWCT1Bfj8S1mFamrQWnpbom1/WbgihLgQ6r0kE+nvz32klU1ev59Sd7OVFi8ji1J3MKwrja00/YypzaIFbA7Szpbc/McakA1JT1Yi9Ca3DqpPrqkIWitC5ra8/bntok7lNEcLrlRBmltU0sm9xuItQXwamqmvoFRXA6PDoQRYH0nhR7tZ4i22pv5jRjDcRNsalnvK6phTJdM/FhppJF80S8oW0y4O/twSUTB/PtwUL7hGVsJLNUR2hvZE5t4Mop8UxLCuMPXxwkM2oxNFULUa6+prW0rp8tKoYNETYalVl9N4ayDJE1NS081jTq2ZNdyfx2PWyRgd48f8V4Mop1PL36qNuG8tPREoJ9PZmUENLxCZOf7GClrLWyxhJZ5XXUNLYwId4FXozma5Qz5+DxV0JpOpfElrM7qxK9wYYMUHcU7rMshmTGJ6T/lPWWZYjru6v74J0lIMYkcNhLi2autLAac6lYmAhJgLkPsul4KaqKxX5TM9OTw9mTU0lTS6dFpdBEce6p7r5s1txvOjmxl/6PtUWtgfzcYZEMDvHlk102zjl8Q8T879AK0c5Vfty2flMzMWNlcNoOGZwOJGryTr+sKYgVS7+Ibst6I13Vbwoic+ob1sXWYfSgYP560Wi2nijn1Y0niQz0JtDHTusH31ARjB5cATteF1mBYWc7PNTzJqZQo/qSk5Pl8D7sps5FmdP4GSJ7uPutHldIObVJrFiayvtW7sknxM+The1UM1uFs4xOTrLsoalGKF+aLu6+XlqSwv1tKzGMmyoy6PoG245VUyjUMIefa9PmuZXtbGTAYuYU4JrpCTS3GFm5x87+VxvILK0j2d8U9PbxRNBDq+F/100iIsCbG9b7YvQOgiNf9umYALG4Af0zcwp923faSan3lxMie7mgUw/b/OGR3D43meXbs/nhsOszT0ajyoZjJSwYEdlVBdyUKYzXVHRbHrsvtwqACfEuWKSpKzVdo5xoZRl9CWi9OLtlAw16Awec8TzWN0DJUctiSGZ8Q/uPIJIFBeh+gbn3s7dEkXTFIqHhiqyw1hNu/AZu/Ba8/Nh4rJRQP0/Gx4VYfcn0lDCaWoxdP3s22smkZVcS4O3BiJhAJwdvI7qS1hJorUbhiinxbD5eRk65jb7Z0+8Svc5f3CF+t6Xf1EzsODEH7i8LPH2MDE4HEjUFp2dwCt1mxcp0TS71OBXS6pZLUa6YEs9lk+KobWxptXOxm2l3CIGn4z8IcZbufNZ6ICnCn1ptKJUlfZE5dTLY8PSBxX+B4z/CJ9daD9JUVQSnyfNAUahp1PPj4SIuHD8Ib492vVshCeLE35tqhzWmwKLd925EdKBtir3x04S9kK2Kxcd/MB3Axn7T8k7Bqfn/Vd+xhG9kbBCTE0N5ef0Jrnxtm9Xbbe/tttt2JrNM1xac9nHmFCA8wJs3b5xCRZPCRqagpn/bt2Wr0C447W89pynivq/6ThurRYlj+37TY6UEentYVOZ86JxUxgwO4pGVByis7nnBR28w2iwEtj+vivK6ZhalWrgueHhDQDRjA2osW2OY95FbhZ+XlqFRdrSCWKOba5TN+IbC8HNJLFiNF3rnSnt7EkOC/iWIZM7I9zfMvZ+W/NDdga7Y+c9Re8KHQGgiRqNQ1J43vKOFTGemJYlr0o7On73Q7lu5zOzOrmRiQki3x3AZTbWgr+vwfl0xNQ6NAp/utjF7Gj5ELC6XHwf/KFMvqY2YhCApOmTHoE9fZHA6kKgpOP3EkMxYCU6NRpWKumbXBqc66xd+RVF46uIxTE0KZb4FBTqbiB7dZro81vGSXjOawGg8G0vJLq9zel82UV8OirbNu84ZZt4D578gAtQPL7fcf1qWIS6iJguZ1QcKaWoxcumkuI7btfYm92Jpr4WsV2psIFnldTQ099D/ZhZCsLW099j3EJxg8wXNLMrUJXNqYYL4+7OGMzLGejtAU4uRdUeL2ZxRZttYEWIVp0rrSPA12Qu44vPiAkbGBvHCFRP4sHYiSmM1qrlkvK+oLRTfJ2fUr92BX5gIYPoqc9pJDMlsITNnWASeFjyMvTw0vHjVRJpbjPz2030YOilmq6rKkYIaXt14kmve2M6ov3zPY6tsm+j9nF6CVqNYP+cHx5HiXcWRghqrCzj78qoZOzjYNRPpurIexZBsYsotaOrLWB7wEnsyncg4m8WQus2chogqk77u864rE60N/TE4bc2c9lLfaW2xWyo2DuZXU17X3G1JL0CovxepMYFdKw6CBoPGo9vMaW2jnmNFNUxK6MV+U+jwfsUG+7JwRBSf786zvSx+xt3iPmWBfXZEMWbFXlnaC+Ai+VOJ2zHoRT386Zw5PbZGlGxq2iYmlfXNGIyqi3tOS2DwZKtP+3pp+fyuWc4dY/HjsO9D0RDvJCFRg6mr3MO3Bwq5d6GNAg/OUF8mJq4aF61dTb1V+MituhPevwiuXdExK2sOHkzB6Rd78hgS6c/4uE69W+1VnROmu2ZsPWEh65UaEyQcX4pruxc/CYgUwg+5NgSn+gYhoDDpepsvaHmVDQR6exDsayo99/ASJVz1XUsPZw2NYNZQ68GR3mBk3BM/siurgvPH2ZbhK65poq7ZQIxng/DMdKYE0cWcOyaGU4suRbf5v+T8/AGjhi3pu8HUFomSdRt8NnudsJS+y5yaRWtMiqoZxToKqxv59WLrE96UyACevHA0D604wP82nODqaQlsOVHGxoxSNh8XfeoAqTGBzBwSwcc7c5icGMqyyXFW9wmi33RyYighflauM8FxRNUewqhCWlZlx3YDhPXY0YIabp6dZNvf3hO6kjZ7CWcYshCW/ofp3/ya5pzH0DeuwdPHgYogsxhScDfvo7lyoqHKeesSZyjLEPf9MThtzZz2UnCqK+p+QcFBNhwrRVFg3rCeF1CmJ4fxeZoI7loXnTRa8VnqJnO6L7cKowpTknpRqRe6JC6umpbAT+/v5uf0Es4ZbUOgnzwf5j0Eqefbd/yASDHPkIq9gMycDhx0xYB6egenhqYuJZtlOlGS5zKPU+igyOY24qfC0n+7JMDzDR1EjLaGb/b37LPnEurLne837cy4y+HKD0TJyrvndyxrytwg/v+hSWSX17Erq5LLJsd1VWcO7l44yy1YDE5F/0uPokggsqd5u0TpcndkbhQepTb2m4LInMaH+XV8n/xCOwgi2YqnVsOkxBDLyopWMBuUh2vqRdakn3HX4tGkB80mpmAtPx3qQ3Pz2sL+129qJmyI8GHuC8oyhH+wqSJiwzGRuZjfQzZm2eQ4lo4fxPNrM5jy9Dp+/ck+1qeXMCMlnP9bNo4djy3m+9/M4+0bpzAjJYw/fXmw2x7xwuoGjhTWWC7pNRMcj29DIZ5a2G6htPdoYS3NBiMTXKHUC67LnAJMvokDk59mNgdoeP+KVh9ku+hJDAnaBad9XNrbGpwO69txWMI/AhRNL/aclrjl3LMho4Rxg4PblPS7YVpyOPXNBg7lW+g77SZzmpZdiUbBdd+pnjAvGHSaGy4cEUl0kDef7LSxYktRYNGfrFsudUfMWOl1akIGpwOFVhuZ07SsNzRJ3Hcq2SzTiZVwl5X1NulMfQUuuvD3Bv5RBKg6MosqOFFih9efo9RXOK/Ua4nUX8G1n4kL0jvniv+10SDMqk0WMiv35KMocMlEC5/zvvA6rSkUolZefq0PJYT54euptb3vVFfc85gz1oBXgPB5tZEOHqdmfMO69JzaytSkMI4WWS9b7MxJk91SEDX9ot+0M4qiMPasGwhTdHz42Uf2+WS6kv5c8RI+BKrzQN/Y+8cuOy6Ob8q4bzhWSmpMILHBvt2+TFEUnr5kDJdPjuN3S4bz1b2z2f2ns3jp6olcPiWe6CAfQAhkvXjVRAK8PbnnwzTqmlos7u/ndBEUL+42OI1D0dcza5DW4gLOfpMYkktsZPSNQmnahdeoQQtv50H9nQQWbIWProBmO1pEbBFDgray/r4WRSrNEEJ85sXM/oRGK3oReyNz2qSDZp1re06Birpm9nVjIdOZacmmvtPO35vQxG4XmtOyKxkRE2S/KKWjtNrudAzmPbQaLp8cz8aMUgqqbBQ3dJSYcVCa3jfn436GDE4HCjWmlf/+OslxlvYlm+1weXDa6h/Xh2VH9mKapEQq1Xyzv9D9x6src5/yasoCuOFLEUC9fS4cXiUmM8nzMRpVvtiTx5yhEdYnqL1tJ1Nb2EXIRqNRGB4TSHqhjcEpdF/aW1sEGT8IX1gbxbNUVSW3op6E8E7BqV+4xbJeW5iWFIaqtsn390RmqQ5fTy3e+po+V+q1hvfIczB6+vErj53c9v4uKtxgp9Mj/T1zigqVp3r/2GXHWksvdU0t7M6usLnPP8jHk2eXjef+xcMYH29dMCUqyIcXr5pAZlkdj606aFEg6eejJcSH+XYvZGRaFF4Y08TBvGrqmzsGuvtzq4gM9CY22Mem8XdLndnqzHVBRUSAN4cif8Vr4Y9A9lZT/7/OthfbIoYE/StzGjHUdW0priYwuncyp61lqq4992w2Wcgs7KHCwUxkoDdDIv27iiKFJIrPuoWFEoNRZW9OFZMTQ1wwYhvRFYs+WAsLrVdOjUcFPtvdvfWN08SMFd+1UvdZZg0U+um3V9KF1szpaRqcWinZNPcQRboqONW5/sLvdkyB9ILB8M2BApsVKB3GHWW97YmfBjetFsq7K28VjyXPZVdWBXmVDVzWWQipPf0gOAUYGRNIelFNz/+LqNHCmLuzKFJLMxz5Gj68Al4YJY4z4Rqbh1Va20RTi5H40E5BvF+YQ2W9ABMTQvHQKOyysbQ3s7SOlEh/lIbKfpk5BcDTF83wc7jIaw+lNQ3c82Ga836P9qBvEJP1/hqchveRYm9LM1Scag1OfzlRht6g9ljS6wizhkbw2yXD+WpfAR/v7Di5bGg2sOVEGYtTo7u2EbTH1Gs5OaSOFqPaZQFnX24VE+JDut+HrbQGp659L6Ynh/NS6URaLnkDcrbDB5dZFqjrjC1iSNBW2t8vgtN+2G9qJiCmdzKnrR6nrl2I32CykBnXjYVMZ6anhLM7q7KjiJmVajmAY0W16JpamNJb/qYgglP/KIuLGvFhfswZGsFnu3K7CLG5lNhx4l72ncrgdMBQUyBKVfrrJNBZrJRsluma8dJqCPJ1kdiKlab3fo0pkD4rUSGztI4jhTb0OjqK0SiCG3cGpyBWCG/+HoLiRClLYAwr9+Th76Xl7NHdXEx72+vUSknmiJhAKuv1rYsnVtF6wOBJbZnTooOw5lF4IRU+u14o881+AO7bbbOFDLQp9cZbLOt1bHLo66VlzOBgdmXZGJyW6UiJDBCfF9/+mTkFYNRFeDaW8fr8ZrZnVjDhyR+Z++zPXPjyFm58eye/+WQvT35zmBd/Os7y7dkcL3Zh+W/rBLGf2ciYCesjr9OKTJEhMIkhbcgoxd9L67bJ6H0LhzJ3WARPfHOYwwVtvW/bMstoajF2328KrYunw32q0GqUDqW91fV6MsvqXNhvagpOXXyNmpESTl2zgYMhi2HZ25C/G5ZfKix9uqNgn7gedCeGBB0FkfoKfYOYQ/Tr4DSqlzOnrgtOjUaVTTZYyHRmenIYtU0tHCloN3cxB6eVWV22T8sR17DJFiyl3IauuNtA/uppCRRUN7Ipo9R9YwhJEuKRsu9UqvUOGGryxSTZFSuz/ZWQhC6Z0zJdE+EBXq5ZkYZ2Zb0DKDg1jXVqhB6tRuHbA4WMHhTcw4scpLEKVGPv2F5EDIV7d4ChmYZmA98dLOJXY2Px8+rmtNTe6zTIzRN+o0EEFxayXqkmW5b0olqignoo5YubClv/A6/OFcGo1ksEohOuE6W8DqjcdrGRMeMXJvrVDHphmm4n05LDeHdrFo16Az6e1tVlG/UG8iobuHTCIDhW1b8XzYaeBR6+zNP/wsvX/Ja07Eoq65qprNdTWd9MZpmOyjo9OlNPYkKYHxsfWuCac05rcNpPM6e+ISLw6O3MaTvRGlVV2XislFlDI/DycM96uUaj8O8rJ3D+i1u498M9fH3/HIJ8PPnpaAl+Xlqmp/QQFPtHgNYb77oCxgwax47MtuD0QH4VAOPtyCR1S2vm1LXnYPPfuONUBRPnXyz6Hz+/SSioj7nM+gtPbRLiLj19H7yDAaVPMqdPrz7CjJRwFoeWAGr/Dk4DY8T/2Ghwr4K3G8p6bbWQ6cz0ZLHYveNUOWPNKvxmazgLokhpWRVEBXoT17kyyJ3oirvVdFkyMppwfy8+3pnTRa3bZWg0ED1G2skgg9OBQ03B6VvSayYkAQr3d3ioTNfkYo/TUkBxj+CPuzCVd/nrK5g9dCzf7C/g4XNGuC5gb49ZTMfdmVMz3qLP64e9+eiaWrisB8uHDl6n7g5O68pEdsdC1qu9Yu+8nvrkhi6GLS+In897FsZe7nSPZk5FPYoCg7uU9Zr+bw2VDi3ATE0K4/VNmRzIq24VsrBEdnk9qgojQgyA2r+DU+8AGLYEjnzNBef+kwvGWT6PNrcY+Twtlz+uOkRadiVTklyQxbOg9tzv6AvFXnNwGj6Mk6U68qsauGfhELceMjzAm5eumchVr2/n0ZUH+O81k/g5vYS5wyLw9ughSFAUkTmszmNachjv/ZLduoBjFkMaF++iBUOzMIuLy3ojArwZGhXA9sxy7po/BEYuhSuWi9aKH//U/Ytn3NXzATQaIR7Xy8FpflUDb2w+xXu/ZLN6UQnDoH8HpwHRYgG4rtS9i1a1RUIN245zc11TC9UN1gXxvjtYaLOFTHtign1IDPdjx6kKbptraiXwjwBPP4uiSGk5lUxODHXPHMcatcUwaJLVp708NCybEsebm09RUtPY86K0o8SOgz3L3b940c+RwelAoabAJZ6Z/ZqQRDj6bQev0zJdk+v6TUGsjvmF9ytPxh7x9BEXfV0JS8fF8tCKA+zPq3aPxHprcNq7ZZor9+QRF+rLtJ4Cgtbe5F7wOq019XlbCCxC/b2IDvK2TRQpaQ48kuXSAC6nop6YIJ+uk2rzMeorHApOp5jKqHZlVXQbnJptZIYGmIRh+qkgUiujLoaj30DuDkicaXETLw8NF08YzFPfHuWLvfkuCk77eVkvCMXczI29e8zqPLFA6B3AhmMiMF5go/qnM0xNCuOhc0bwzJp0Hlt1kMLqRn67xMZAJjgOqvOZPjqcNzafYl9uFTNSwtmXW8WQSH+CXKUqWlcm+tS9HPAj7YEZKWGs2pNPi8GIh1YjFNQfyRLVKFZRWhcRe8Q3tNfVes1CO8F+nvy4eTNDUVDC3bvQ4RTmgNRKVY7L0JWIa4CNwlCNegPznl1PeQ+icRPiQ2yykOnM9OQwfjxSjNGootEoYsHHgp1MSU0juRUN3Dgzye5jOIzRIPzdeyiBvmpqAq9tzOTztDz3ec7HjBWOEhWnRHXZGYrsOR0IGA1iBT74NLWRMROSAEa9MI42UVbb7NrMaV3pwFLqNeMfBboSzh4dg5dW4z7P09bgtPcyy0XVjWw9Ucalk+LERas7QkzBaXUviCKZAwsrGdrUmCDb7GTA5ZnFvIqGrv2m0BYkOiiKFOrvxfDogB79TjNNNjLxvibJ+/6cOQUYdjZoveHIV91u5u/twTmjo1l9oJCmFoPzx60tFMftz+9P2BCxEOOI/6Wj6IpbJ+YbM0oZFhXA4JDeKeG7Y24Ki1OjWsWRFqTamAUKjofqPKYmhaEosCOzAlVV2Zdb7RoLGTN1JW6zOjP3nR5u3/vn4Q3egd3crAemjXoD9360hye+Piwe8A3t9czp9sxygn09+eLuWQzTFJBPFAV2OOX0OuYyW3f3neqK7JrrbM8sp7yumbvmD+Gfl421envhivEODWd6cjhV9XqOte/pt2AnYxYb69V+07pSkc3uYUE3OcKfGSlhfLIrB6O7hJFiTKJIRfu73+40RwanA4G6UjC2nAFlve1KNhF2GeV1TUQEujhzOpA8Ts0EiOA02NeTecMjWX2g0D0nx7oycd9bZb3Aqr35GFW41JK3aWe8/EXg3BuKvTXWM6cgSntPlOh6V/3VhEWPU2gTJnLQTgZEdmlPdmW3qoQnS3XEBPng22Ka5Pbn4AvAJ0iUVx/9ukcxrUsmxVHdoGe9yf/SKczZkf6sFWBW7O3N0l5dMQREUd/cwo5M2y1kXIFGo/D8FeMZHOLLpIQQogJtLM8LjoPaQoK9xcLUzqxyCqobKdM1ubaKRVfiNjV5czXE9s62Hg7Q1GLg7g/SWH2gkPe2ZXGqrE70MPeyINL2TFHlER/mx7zQSjLVQdz49k6q6vvANsoWzKI77lbsrS22KzO77mgxvp5afrNkGFdOTbB6S4m0MYveidae5/afPXPmtJ3q/e7sSrw9NO7T1bCEeaHAhvfr6mkJ5FY0sPG4m4SRIlNFOfYZLookg9OBQKvH6RmQOYXWwKO6QY/eoLq457RkYGZOA6JaxZyWjo+lqKaR3Tb6UdpFL/ecqqrKyj15TEkMJSnCxjK23rKTqS0CRWN1opgaG0izwUhWWe8u0zfqDRTVNFoOTs2Z03rHJ5/TTMqKR7tRhTbbyLRmSfqzWq+ZUReJc2l+WrebzR4STmSgN1/syXf+mFasiPoVfaHYW1sMATFsO1lOs8HYKyW97Qnx8+Lr+2bzxg1TbH9RcBygQk0B05PDSMuuZLdJ2dqlwWldmcv7Tc1EBfowJNLf6eBUbzBy30d7WX+slIfOGYGnVsMbmzN7PXOaX9VATkU9M1LCwWjEpzqToaMmkV1ez+3v76ZR74LqB1djnn/oXLD41R2mBSBbUFWVdUdKmDc8olshPGeIC/VjcIgvO9pX5YQmQnNth89MWnYl4+NC3CaOZhHz/8KGueG5Y2KIDfbhlfUn3GPr5+EFUamQtVWIkVm7FR9x/bH7ETI4HQic7h6nZswlm6YehDKdsOmICPByzf5V1bQqPQAzp/5RrR6tS0ZG4+PpptLe+nIhUuBlIfBxAwfzqzlRoutZCKk9vRacFoj33Up/8ohoodh71NbSXheRV9kAWFDqhXaCSM5lTgGrljKqqpJZqusUnPbzzCkIhWSNJ6R/2+1mHloNF40fxPpjJVT20H/VI7WF/Vep14y5P6+3FHtVtXXivOFYKb6eWqYm9/7nJzzA277eOXNbTXUeM1LCaNQbeX9bNl5aTat6t0twY1kviNLe3VmVtDhY8dFiMPLrT/ay9kgxf71oNPcuHMplk+JYkZZHgzawV4NTcxZuRkqYsBhraWTQ0HG8cOV4dmdX8sDHe23ypSyoanDrIqOuqYUHPt7Lze/s5O8/ZtLkGUxpUXarQrjLMehNPZS2nXsOF9RQVNPIkpHuXbifnhzG9sxyVqblsTItj23lIgv707adrEzLY0VaHocLqpmc1MvnA3MW24Zg3ttDy53zUtiVVdkx0HYlg6cIb/T3llq/vTq7rdLtNGQAqcKcwbQGp6d55tTTVwQDph6E0loxMXSZIFKzDloaBm7mtKka9I34e/uwODWaNYcKeXzpKCFs4Srqy3u1pPejHTl4e2g4f5wd2aWQBDi2poNwlluoKexWEXhIlD8eGoVjRTUwvvcWjnIrzR6nFnr0PP1Ej6MTZb2DQnwZHOLLrqwKbp6d3OX58rpmahpbSIkIaDuOb4jDx+s1fIJFyVTJ0R43vWTSYN7ccopvDxZy/YxEx49ZWySsbPoz3oHivNtbmdOGSjDqUQOi2LC3hFlDwntWy+0PmMXYqvOYOkRkXNOyK5kQ78Isj9EgzsFuXECdnhLOhztyOFJYwzg77W8MRpXffbaf7w4W8afzR3KDSbTm9rnJfLIrh31lCjMbq9x/bjZh7jcdGRMEJ3eJByNGcEHiIEprm3jymyM8/vUh/nbRmC7Kr/lVDaw5WMjqg4Xszaki2NeT3X9agqcrr6eI8uc7l+9me2YFw6IC2HqinMu0gZw6lM5de39gcIgvQ6MCGBYVwOVT4hlhUoJ3CnMmsBvfzvasO1qMouA+ixQT80dE8sXefH7/ueinHKnUscYbVv60le+MbVnuOUN72U3BTk/Yq6Yl8PL6k7z083GRtXc1Zz8lVP2xsrCStwvWPSHmyr1h+9cHyOB0IFCTL7wRezFo6DNCE1uzYq2ZU1f1nLaWbvR8AtYXF6PP776sz3vIELTBvdQXYR5zXQmEJHDBuFhWHyxke2YFc4a58ORUX95ryqvrj5Xwya5cbpqVZJ/SZUgCGJrEe+FuKf5Q64GJt4eWIZEBtin2upDcCnNwaiFzqiji/+dE5hREae/m42WoqtplUpdZKjIMKZH+cLJSBH0DRfI+fIhNvTyjYoMYER3Iqj15jgenTbViQay/Z05BvC/lvdRzapoIlqgh5FY0cIfZWqK/Y14crs4lPMCbYVEBHC/Rubakt77C5DPtviBhRru+U3uCU6NR5eEVB/h6fwGPnJvaZgkCpEQGcM6oGLacNDAToyjV9HH/tdHcb6rRKFB2TDxospG5eXYyRTWNvLYxk5ggH+5bNIy8ynrWHCxi9cFC9pksgEbFBnHh+EF8vb+AfblVrZUjrsBgVPntp/vYeqKc5y8fz2WT42gxGNG/+1+i62p5aOwIjhfXcrxEx7bMcn44UsTGBxf2LAzYE3Z6nK47WsykhFDXtlBZ4MLxg5iaFEaLQQRdSnMtvPYHnl4QxKOTFwLg7akh2l02LdbQlQifXk/bRNl8PEX29OnvjpKWXel68SbvAEiy7s6hw4cAQF9VgOfgya49dj9BBqcDAbPHaX8W1XAVIQmQvweA0lpzWW/vBqdqczNZl19BS0n3PSEesbEM+fYbNP6ul/zvQvs+lZAEFqZGEeDtwcMr9nPLnGSumBrvGiuD+vJeUeotqWnkwc/2kxoTyKPnpdr34vbCWW4NTgsgYUa3m4yICWxVF+wtcsrr8fHUWK8o8A1zKnMKorR31d58ssrrSe7UC2y2kRkSGQCHKgZGSa+Z8KHCUsagB63174uiKFwyaTDPrEknq6zO9n7o9gwEGxkzYUPgxNreOZZp4pxWLto15g/v3X5Th/HyEwvEJg2I6Slhrg9O60wiK27MhkQF+ZAS6c/2zArumGeb5YrRqPLHLw+yck8ev10ynLsXdH3dnfNT+CjdBzwR2XE3B6fmftMbZyWJB8oyxLnPv20R/5FzUimpaeK5HzP49kBhq7r66EFBPHTOCM4fG0tShD/V9Xq+PVDAluNlLgtOVVXlL18das0ym1tXPLQaPEIH41vzSwc7kq/3F/DAx3vZeLyUhc72YNuRCSysbuBQfg2PnGvnddgBFEVhUAdVbj/wDSW0KZ/Q8N5pJbKIrshu67VrpifwyoYTvPzzcd65eZqbBtaV7PI6fv95HiuAl1ZtJLJ2HFdMiRsY1Sd2IHtOBwI1Bad/Sa+ZkAThgWc0UKZrQqtRCPF1kX+c+YTdw6p07bp1tJSUEPXoI8S/9abFW+zTT9NSWEjZ62+4Zmw9YS7zMgXYPp5a3rhhCnGhfjy1+igz//4TT3x92Pm+mboyt2foDUaV33y6j/pmAy9fM9F+AYZOwlluQd8oJlg9BBapsYHkVzVQ02jduNzVmJV6rRqU+zkfnE4z9QDustBTk1lWh5eHRkwyGioHhhiSmfChoBq6eOtZ4qIJg1AUoSbtELWF4r6b0vB+Q3iKOD829UIVgOkctrFAQ0qEPwl9OSm1l+A4cX0CFqdG4+WhYWo3fsB2U2d7dY8zTE8OZ9epCpv6MVVV5YlvDvPxzlzuWziUBxZb9l6cmBBKZJT4rOvr3L9g16HfFKDseGvW1IxGo/DPy8Zx3pgYvDw0PHzuCDY8uIDVD8zl3oVDWxedgv08GRsXwpYTruvh+/e643y4I4e75g/pkGUGRLmtrqiDSu25o2OICPDiw+09n5t6pHVhrOfgdN1R8Zk7a1QfLRKFJnWxk+l1dPZXYfl7e3Db3BTWHyvlYF61mwbWkR2Z5Vz8362crPfBoHiQ6FXFn788xPxnN/Du1lP9UwDMQWRwOhCoyT/9xZDMmL1Oawsp0zUR7u/lfImLGfOqdA+riZUffYxnXBxhN9xAwOzZFm8hl11K0IVLqXj7bZpzekGcxzxZaeeNNnNIOJ/dNZNv7pvDOaNj+HBHNguf38Bt7+3ilxNljinJ1Ve4PTh9deNJfjlZzpMXjmZolAP9NWbhLHde0GwMLFJN/UHHelEUKbeygfjQbib0LijrHRIZQJi/FzstiCJllupIDvdHq1FMwekAy5wClJ/ocdPYYF9mDQnny335jn2XakyfoYGSOYXesZMxTZzX5ooetAGFyesURH/evr+c5Vp/Vp05c+reQGFGilDkPtLe79QCqqry1OqjvL8tmzvmpfD7s4dbXxQDlkwcAcD2wz1/v5ylQ78piMxp5PAu23l5aPjfdZP5+r453LNgqNUqiDlDw9mXW0WtCxYa39+WxX9+Os4VU+J45NwRXTcIiAFDcwfxKC8PDVdNTeCn9BLyKp30HDZXidnwOVp3pJjEcD9RCdMXmO1k+pJa+zOnADfMTCTIx4OXfj7uhkF15LPduVz31g7C/L348r65aIMGcelQhQ9vm05CmB9PfHOEuc+u583NmTQ0D/wgVQan/R1VbSvrPRNolxUr0zW72EamWFiDdNNT2ZiRQf3u3YRefRVKD4IOUb9/EDw9Kf7ns64bozXMmdO6rt5aY+OCeeHKCWx9ZBH3LxrG3pwqrnlzB+f9ZzPfHSy0/RgtTaJXyN99wWladgUvrM1g6fhBXD7FDoXe9vSG12nrynP3q6lmlc70XgpOVVUlt6Lecr+pGReU9SqKwpTEUIuKva02MiCOM6CCU/tsUy6ZGEd2eT17chzIBJkXOAZKzylA+UnKdE1c8do2DuRVuedYumIMWh8qWrx73ULGadplTgH8vJzrjOqy6NELZb1Aq4hLd5Yyqqry5DdHeGvLKW6alcQfzkvtNjAFmDgiCYCN+4+7x2ajHR36TesrxHsX0TU4tZU5QyMxGFW2Zzp37vxmfwGPf32YJSOj+fslYy2/Z+aMZrvFZoCrpyegAB/vdPLapisS1wGP7p0O6ppa2HaynCUjo3v837qN0EShtNyD/7Rb0ZXY3J/bnkAfT26ancyPR4pJL+p+ocdRjEaVf6w5ysMrDjAjJZwv7plNYrg/BA1CqSlk9tAIPrtrJp/cMYNhUQE8tfooc5/9mdc2nqTOXWrQvYAMTvs79eVihe2MKett6ycs0zW5TgwJ2mxkuhFvqfrkUxQvL4IvvbTH3XlGRxFx113ofvoJ3ZatrhunJTy8wSekW2+0qCAffnfWcLY+uohnl41DVeGeD/fw12+O2GYb4GaP0+p6PQ98vI/BIb48fUlX9US7cLedTK1JITuw+0Wh2GAfAn08SO/GE9SVVNbr0TW1WLaRMWPOnDp5sZ+WHEZ2eT0lNY2tj+kNRnIq6tuC04bKXhPQcgl+YSKYtiFzCsLTzsdT45jnaW0ReAUINdz+Tpip7LDiJC/9dJydpypYvs1N2QxdCdXaUHw8tUx3ZUlsbxAcB0010Oh8GZ++qIjMC5ZS+tLLbQ/WlYDGw+0LPtFBPiRH+LPjlOXg1GhUeWzVId79JYvb5iTz+NJRNp2vFVOJf311GRsyui6kuooO/qYgSnrBqeB0UmIIvp5atjpR2rv5eCm/+2wfUxJDefmaidaV9M2BkHkR1MTgEF8WpUbz6a5cmlqcyH7VFtu0KLb5eCnNBqPbLWTMNBw8SMGjf6B23TpUvSlDHZIo5ri1diyku5ImHejrbM6c6ouLKXjsj+g2bwHgltlJ+Htpefln11cL1DW1cOcHaby2MZPrZiTw9k1TCTa3uQXFtjl5IBacPrp9Bp/fNZORsUH8Y006G934HXQ3Mjjt75jEF86YzKlZrr8qh7LaJtd5nIIpOLV+AjLo6qj+6iuCzjsXj1DbJgdhN92IZ0ICxf/4R9vJ1l0ERHdZabWEj6eWK6bEs/qBOdw8O4m3t57i5nd3UVXfg2ejG4NTVVV59IsDFNc08tLVE50Xb3J7cGpb5lRRFEbGBPVaWW+OSam3c3Ba/tZbFD7xBMamJvH/U43CesgJzMIg7Ut7cyrqaTGqwkbGaBCT9IGUOQVR2mtjcBrg7cHZo2L49kCh/ZPFgeBxasbLHwJj0RVk8OGOHDy1Cj8cLqK5xfXZDENNEdlNQZw3Jtb+fvO+plWxN6/77XrAUFND7u130HzyJGWvvELdjp3iibpSsYDaC1msGSlh7LDQd2owqjy88gAf78zhngVD+OP5I21fSDRZSsX7NPLaRvdZE3XtN80Q904Ep94eWpNKuWMT+v25Vdy5PI0hkQG8eePU7j/b5vOChev5dTMSKNM18/2hoi7P2YyuyCYxpLVHSgj29WRKL/iKNuzbR87Nt1D91Vfk3Xc/xxcspPifz9JUY5rj9VXfqR3iUS2lpeTceBPVX3xB7u23k3PHHfgW5nL9zCRWHyzkRInOZcMqrG7g8le38dPRYp5YOoq/XTSmo81R0GBxjelUoTA1KYzlt07n6/tmc+7oAXL9sYAMTvs7rR6ngzAYVd77JYvvDxWdFjXlFvH0gYAY1MpsynTNrvM4BZO5ufXgtObbbzDW1RF69dU271Lj5UX0o4/SfPIklR995IpRWicgymJZrzU8tBoeXzqaZ5eNY0dmBRf9dysZxd0EUW4MTj/ckcOaQ0U8fO4IxrtC3TIkAarcWApUUwAePjYFXqmxgaQX1bplIt+ZHAs2Mo1HjlDy/AtUffIpObfeisFg6oFzsrR39KAg/Ly07GwnitTBRqaxGlAHliASmIJT2yfOl0waTHWDnvXpdk5aa4sGRr+pmbAhFGcdxlOr4W8XjaGmsYUtJ1y/8l5XkU+RMYgrpsS7fN9up53XqaMYm5vJu+9+mrKyiHvlFbwSEih49FEMNTWi59SNHqftmZESTm1jC0fbVX20GIz87rN9rEgTqrwPnTPCvgoXT1/w8GH2YA+2Z1a02rW4mq79pseEv7O5LchB5gyN4GRpHYXVDXa9rkzXxM3v7iLM34v3b5nWlt1qR8OBA+J/DG2BUG3XAHTesEgSwvz4cLsTi6+6kh6DLYNRZf2xEhaOiHS5t2tn6vfuJefW29CGhTFk7VriXv0ffpMmUbF8OZn3/p1TayOo/PwLDLW9a8sGtAWnPYhHtVRUkH3zzehLSkh49x2iHnqIhj17ybzwIq7c9ikRhgZe2eCa7Omh/GouenkrORX1vHXTVG6andz1exg0CPT10FhlcR/j4kJcp9fSB8jgtL9jypyqgYP446qDPP71Ye76II2Jf/uRO5fvZtXePKobek8ptFcIScBQmU2zwejinlPrwamqqlR+9DHeo0biM368XbsNWLgA/zlzKH3pZVrKrffwOI1/pE2Z085cMSWej++YQV2TgUv+u5W1R6zso85UzmSykjE2N6MvdL7UJr2ohr9+e4T5wyO5bY6LPA3be526g9oisbptw8Rs8chodE0tfJ6W656xtKPN41QEoKrRSNGTf0UbGkrMk0/SuP8AWU++j75O20FswxE8tBomJYR2Ck7FynBKZEDb/gdc5nSIOK8226ZsPXdoBBEB3qzaa2dAUls4oILTcu84ghtyuW1uMpdOiiPIx4NvD7i+1E6jK6bBO7Lbkl5DbS2VH3+Mvtj+851bCTb1yTsYnKpGI4WPPkr9zp0M+vvfCVy0kEH/9ywtJSUUPfVUW+a0F5ie3LHvVG8w8sAne/lqXwEPnzuCXy8Z5ljrhW8oI0MNBPl48Pom92RPO/SbgijrDR/qtN+y2TN8y3H7Snu/3JtPRV0zr10/mahOHp2q0UjJv/5N1hVXknvnXaLCyjsAPP0tXs81GoXrZiSwM6vCsT5GVRX77SHY2ptTSUVdM4vdXNJbv2cPubfehjYinMT338MrbjCBCxYQ99KLDNu4gaiHf4/aolD05mqOz51HwSOP0HjkiFvH1AEbMqctlZXk3HwL+rx84v/3P/xnzCD81lsY8uMPhFxxOY0rPuPNtc/A5x+TXeRcxVJ2eR03vr0TT62GlXfPsm4rZL621PRRObSbkcFpf6emAFXjwV/Xl/LJLiHl/tFt07liSjz7cqv47af7mfy3tVz/1g4+2J7doT9swBKaiFpxCoCIQBeV9apqW8+pBRr27KEpI4PQq6+2+4KsKArRj/0BY2Mjpf/+twsGa4WA6DY1RzuZnBjKN/fPZkhUAHcs383LP3cVrFDrymmq9qDiq5/JufNOMqbP4MTCRZS88C+HxS3qm1u476O9BPt68vwV4123ktfe69Qd1Bb22G9qZt6wCCYmhPDfn0+4PXuaW1FPRIB3qxBL9apVNOzfT9RDDxJ65RXEv/kmLRW1ZK2LoPHwQaePNzUpjGPFta0LYJmldUQEeInMgDkzO+CCU5Nir43KtB5aDReOH8TP6SU9l8abUdW2BY5eZtvJcp7/8ZhNNiFmVFXlh0J/IpQa7pgWgZeHhnNGx7D2cLFL7QlySioJUHXEDk7o9lxQ9MSTFD35V04sXkL+gw/RcND5z7JLCIgGjafDwWnJs/9HzXdriHroQYKXXgCA77hxRNx9NzVff0PNgWK328iYiQn2ISncj+2ZFTS1GLj7gz2tnpz3LLBsF2MTPiF4Nldz/cxE1hwqct7erBNd+k1BlPVGDHN63yOiA4kI8LK773RFWh7j44IZPaijt6uxro68Bx6g/LXX8Js+nYa9eyl98UXxZGC0xcwpwOWT4/Hy0DiWPW2oFD2cPQj8rD1ajIdGcatidn1aGrm33Y5HZCSJ77+PZ0zHMXmEhxN+y20kX+5J0j2TCL74ImrX/cSpSy8j9667aThwwG1ja6W2++DUUFND7q230XzqFHH/fRn/6W2eph5hYcQ+/jjJX67Cb9w4bj/4NYWXXULtzz87NGeqqm/m5nd2YVBVlt86jREx3egVmFsM2vWdnk44JzUnsYvS+lIOlB1gUfwi2wOgmgJqPCJ4Z1sut85JbpVynzU0gieWjmZ/XhXfHy7ih0NF/OnLQ/z5q0PMHhLBDTMTWTwyWtg9DDTCUvA4tBIv9K7LnDZWi0yblRNQ5UcfowkMJPj88x3avXdKCmHXXUfFe+8RcuVV+I4Z7cxoLRMQKdR0m+uFIbydxAb78tmdM3l05QGe+zGDo4W1PLMkHjVtF7qtW6n7+XtaKqNgzUt4JSURcsklGGprKX/9dYwNDUQ/9ge7AveKumb+/NUhTpbqWH7LdNdmwdt7ncb3bIBtqK1Fn5eHPj8ffX4+zXniXp+Xh76gANVgQOPn13arykITEIRm7/0ovr5og4LxiIjAIyIcbUQEHhGReERG4BEWhuLpyW+WDOfGt3cKufcZia77OzshPE5F1tRQVUXJc8/jO3kywRddBID/9GkkvvosuXfcTfaj/yYuKBX/mTMdPt7U5FBUVagsL0qNJrNMJ/pNoS1zOpAEkaCjnUzMWJtecumkwby99RTfHii07f/bUCnONy7OnBp0dRQ+9hh127dbft6o4tHUQlJgFM/X/I2Hl021ab8bMkrZWB7ENV4QWJcNIeGcPy6Wz9Py2Hy8jLNGuSa78sOOA9wOjBxmPZCoWbuWmtWrCb3hehRFoWrFSmq+/RbfiRMJu/EGApcsQfHoo6mLRiPK6RwITsvffZeKd98l9LrrCLvllg7PRdx1J7pNGynctB/feQG4yNm7R2akhPPdwULuXJ7GhmOl/PWi0dwwM8m5nfqGQkMVN/4qiTc2n+KNzZk8fYlt3zNb6NJvqm+EyiwYs8zpfWs0CrOHRrDlRDmqqtp0vTtSUEN6US1/vajjNV+fn0/uPffSdPw40Y/9gdDrr6foiScpf+NN/KZMISAgxmolVKi/FxeMi+WLPXk8cl4qAd52fN5bM4HdL3KsO1LMjJRw5/UfrFC/axc5d96FZ1QUCe+9h2e09fEoYYn4KpX4PvAEUb/7HRUffEDle++TdcWV+M+eTcQ9d+M3ebJbxomu2CRC1vU6ZtDpyLntdhqPHyf+5ZcImD3b4i58hg9n6Ltv8eo/lzNk5Vvk3XMvgWedRexTf0MbHGzxNZ1p1Bu44/008iob+PD26aI6qTvMNne1MjiVOMGR8iPc/9P9lDSUcN+E+7hz/J02vS4v+wRFjUFcMz2BP3USJtBoFCYmhDIxIZRHz00lo1jHdwcL+Wx3LncsT2NwiC/Xz0zkyinxhPrbloFUW1poysigpayMlrJyWsrLMJSV01Le9rPa0kLUww8RuHChQ+9Fj4SloKhG4pRS1wU0rR6nXU+QLeXl1Pz4I6FXX4XGz3FD+Ih776H6m28ofuopEj/+yPXS7ObAuq4EvJIc2oWPp5Z/XTmB0VG+VDz3PDl/24oGFSUwkIDkIPxHVuH/1014xYlVOVVV0YaGUPn+ctTGBmKeeAJF233pVGVdM29szuS9X7Ko1xt48OwRreVSLsNGr1N9QYHoE8nuuAKt8fPDMy4Oz8GD8Zs2DcXTE2N9PcaGeox19ajVhzAatLRk52Csr8dQXY3RSj+MNjSUxJQULo+fz3/X+3D5lDi8Pdwj9JJTUc/kRJGpLPnXvzHU1BDzlz93+Kz5jJlE0lml5KaNIueOOxn096cJXrrUoeNNjA/FU6uw81SlCE5L69oClYFa1mtWprVRFAlE/+2wqABW7c23LTh1g42MvriE3Lvuoikjg+BLLkbj2/FcVdfUwvcHCvBQjSw4/gtVL/+TFUn/YlkPvZ0Go8o/16QTHZQEjYiM8uBJzB4aQYifJ98eKHBJcGowquw4cITbgZAoy2Nqqayk6Mm/4j1yJNEPPYTi6UnE/fdT/cUXVCz/gPzf/BaP2FjCrruWkGXLbJ74uZR2Xqe2UrNmDSXP/JPAs88m+g+Pdrk2KB4eDP7bX8i89DIKP9lP/DJjj1ZmrmB6Shif7MplY0Yp/7h0LFdPc65nExDng6psogJ9uGxSHJ+n5fGbJcOJdJHyfpd+0/ITQgAuKtUl+589NIKv9hVwrLi21SqsO1buycNTq7B0XFulTf2ePeTddz+qXk/8a68RMHcOANF/eJSG/fspeORRkm9LwrP+mNX9Xj8jkS/25LNqbz7X27PgaYOY36myOk6W1tm3Xzuo27mT3DvvwjM2loR338EzqodqgJBEyNoMgDYoiMh77iHshhup+uRjyt9+h+xrr8Nv6lQRpM6Y4dq5la5YCGV2+r4Z6+rIveNOGo8cIe4//yZg/vxud6MoChfedTmLqkJ5oukAE9Z+QuMllzLo+efwmzix29cajSoPrTjAzqwKXrp6YqsYYbcExACKzJxKoLpB32OqPsDbo4t8+M85P/Po5kcJ9g5mYfxCXt73MlF+UVwy7JJu9/XWllMsqMhDG5zKUxcJ6w19QQGaoGC0AR2NpBVFYURMICNiArl/0VDWHinmvW1ZPLMmnX+tzeCiCYO4cVZSl7ITVVUpqW3i1PE86letIHjdt/hVdeybVHx98QgPxyM8HM+EBPQ52eTdex/Rjz5C6PXXuz4IM00eE5Vi1wWn3awmVq1YCXo9oVfZLoRkCW1gIFG/+y2Ff/wTNd98Q/CFF1rdVl9QQMOBg6hNjagGI6qhBQwG1BYDGE33QMCCBXinJIsXmZWGdaUQmuTwOA1lZZz11lM0ZKbxy+j5fBY+jhNh8XwQ8jqjtQHUh0ViXspQFIXoP/wBjb8/5f97FWN9A4Oe+QeKZ9fV1qr6Zt7cfIp3f8mirrmF88fG8uvFwxgW7QYrDRu8TtWWFvJ//yCGsnKiHvw9nnHxpoB0ENqQEOuf24Yq+OdyOPs3MOu+1oeNTU0YyspMCzdltJSafy6lbtNmbkl7gbHRqXw9VMvlly9w6Z8LoiessLqRhDA/Gg4epOqzzwi74Xp8RnQyefcOxtMfEn+ziLzPcyh46GH0RUWE33ab3d9VXy8tYwYHsyurgup6PeV1ze1sZAZoWa+XvyjZLretrBfE9+CSSYN59vtjZJfXCZ+57mgNTl2TOW08lkHunXdirKkh/n+vEDBvXsfDNeq56dVt5I9vYMXdswj7/gtmPfMM7z7zIsnP/4HJidYnO1/uzSe9qJb7rpgHX9MqFuWp1XDu6Bi+2V9Ao97gtLLu1hNlKHUl/H975x0eR3X14fdu31XXqlqy3HvBNrYxvYMJJKbX0CEBEiAk9C8JJSEk9JAAoUMCBAjVNIMxYAwYg3vvVV1W16psm++Pu7OSrC6ttNLovs+zz0ir2dHVanbm/u4553ew0WZUp+j++wlUVJDz7DPha4w5NpbkSy4h6aKLqFm8mLKX/03xgw9R8vfHMSXEIwid00I0ewghcEyeTMK8nxF75JEIW4RKRBKyYc93nd7d88MP5N96G86DD2bIgw+0ubhnS3GSPr2KwuW5lL/yKsmXXByZ8bbDUWNSmZKVwGWHDeesg7vZd/pAnIlQsAaAq48cwadL1vPhi+9z2a/O6nBhszO0rDcNCbyUcW2/qAscMbqx7rQjceoLBHl/dR7HjU8LBwAq3nmXgrvuwjokk6FPPYV9ZKPPgsnhIOvRR9h91tnkvbWXYUcU0dYVedrQRCYNiefV7/fw80NyOn/tDs912hanizbJfXqj3tTz/TL2XXst1iFDGPbSi1hSO5E2nDQM1r4he61b5JzPHBuD+6qrSLroIirefJPS555n7+VX4Jw2jbSbf4dr5szIDLiV+txgXR37rr2OujVryHr4YeKOP75Th8pKdHL6zGHctdrCl8+cRN0f7mDPzy8m7abfkHzFFW0uOD302RY+WJPPbXPH89ODOtmZw2KTZWpV3WhzNgBQ4rQLnPHkt2G3yrYY5nbx8uWzGZ4Sg6Zp/Hvjv3l4+cNMck/i8eMeJ9GRyPWLrueepfeQ7Ejm6KGtr8b894e9/OnDDfzcWY5p1Bgq//c/Kt5+m/q1a0EI7KNH4ZgyFefUKTimTMExdmz4Zm4xmzhlSianTMlkc2EV/166h3dX5vHm8lxmDkti1ohk9pbWsqukBuu2TZy45WuOyl9DQjDAqrSxLJp5MvUp6Vx35mwOPXgMppjmE7FgbS15t95K0V/ux7t7N+l33hnZNKuQOB1pKiS5kxHfDtH7gx7QSkYLBCh/43Vcc+Y0isAekHDGGZT/93WKH3yI2OOODy8iBCoq8Cz7Ac/S76hd+j3ePZ2zTS9+6CHiTz2VlGuvxa5P6LphiqRTu2oVeTfcSKCmhiEPP8SVp57KMSU1zF+dj/37CrbW2rjgvs85akwqP5s2hBMnpuOyWUi78UZMThcljzxCsL6erEcfwRSa7FXW+nj+m528+O1uqhukKL3h+DHt10tEgg7ayZT885/UrVrFkIcf6lq6dhtRL5PdjikrC2tWy57DwYYGyl55hcl/fwL7H69j3+ozybjxho5XjLtAQUU9gaDG0EQ7hff8HnOKm5Trr2+5o8kEziTMooahzz1Lwe13UPLwI/gLCki//fYuT9JnD0/mhW93sTHk6tk8rVeAo2+iV1owSP3atQTrG9rf0SQQZrOcCJvNYDI1+d6CNSMdk3tUlyKnAKdPy+LBT7fw7qo8fnNCBy0rOtmKqDN4vvuO3BtuxORyMezVV3BMmNDs575AkF+9tortxTW8ePksxmXEoV16CTUrVnLx5x9z/0MjeeBPl5GV6Gxx7HpfgEcWbmVKVgI/mTYCvsqGskYTm9OmDuH1H/fx1ZZi5k7umdB+c/k+cuw1oNFqeUX1F19SNf8DUq67rsXfCCDMZuKOO464446jfvNmKt97n6DHgzygXGhF0+S3mobm8+FZupTqzz7DnJhI/E9+QsLp83BMmdKzBdWEbDkhDAY6NOCp37qV3F/9GmtODkOf+CcmezuLrZ4SEkfVUiMOp/jhh4k57FDso3tQ+9kJ3LF2Prj+iMge1JkUzqrILNzNM1//nZhPKtny9lOknH8uCWed1enroi8/n6oFn+L5ZglaIIjXZOHi3VWMy3GTv/U9THYHomgVpoJ4eHMRmBa3eSxryIjHnJjY7u8ckuhkZGoM32zfz1VHtm/gt2RbCftrvJw1IxstEKD4oYcpe/FFXIfOIfvRR1v9XfYRI8i4917yb76ZEqcgraFGGiQdgBCCi+cM4/Z31rF8T3nnomnQqbTehRuLGJ8R18z1PRJUf/Eleb/9LdbsLIa99BKWlE5mTCUNBzSZkeAe1exHJqeT5EsvJfH886l85x32P/Mse35+MQlnnknaLTd3uu1fm9QUNdZvIrM38n93M7U//siQBx4gfu7JXTrcdceO4q2VuZz7dTU3/v5x5rz7NMUPPYzn+2UM+dtfsbibd0N4bdlenvxqBxceksM1R3fRMDJ+iGENkZQ47QKPDF+Gltq2G2swCC/ucXPO0wFevHwGb+1+nLe3vc2Jw07kviPuw2mRk4NHjnmEKz69gpsX38xzJz/HQanN3WHfXZXLne+s5SpHPqXfO6h6ewGa90PsY0aTdsvNBOvqqVu3lpovv6TynXcAEHY7jokTcU6dgm34cFkX505hZIqbP580kttOHs//VuzjP9/v4cUvt3B6+UZu3rqEzMJdBBxOvD85nYSLLuC8gyZyUGEVN76+mos+zuOKShu3zh3XbNXc5HKR/fjjFD/8MGXPv4B3Xy5Zjz6CObaDHPkOCFRWUrtyJXUrVuJb7WZG5k5Mfh9EYsVbF6cHTIpqFn+NP7+A9Ntu7/nvAITJRMbv/4/d519A0Z/+hCU1Bc/S76X7nKZhcrlwzZpF0oUX4Dx4Jua4WDBbEGYTmM0IiyU8iQ56PJT/59+UvfoaVR99RPxJx5JismDvhkOtpmlUvPEGhff9BWtGBsOfezYccRuVGstNJ45F2+an2jmcy9NH8MGafBZtLsZiEiS6rMQ5rMQ5JnDscRcxd9GrLDrzYpZdfht+q523V+ZSXe/nlMkZ3HjCmE6lQkWExBwo2tDqjzzff0/p08+QcNaZXa8j1sVpF3oLm+x2Uq68kq3Tj2HBH/7GvPfex/Pxx7ivuAL3FZe3WODpDnobmdE/LKJ+/XqGPPhg2585ZzLUlmKy2Rjy0INYMjMoe/4FalevJuvBB7GPGtX661ph1vBknv56Z9ittjFyWi6FaQ8dMjtD0Osl/7bbqP5kQc8PZjJhT3XhiKvE4XgV5+RJ2MePx+RwtPuyzDgbx6Vb+fKbDVx/1AjMtnZqtSKU1lvx9jsU3HUX9pEjGfr0v7BmNheImqbxx/c38PXWEv521hSOHCOjFEIIcu6/j62bN/OrJS/x26eG8uLv5oaNtHT+vXQ3eRV1PHj2VBmJco9s1mZnzshk3DE2Plxb0CNxWlHr5bMNRTwz1A+FooUxXaCyksK77sI+diwp13Rc8uIYPx7H7R2ncWo+HzXffkvV/PlUvPUW5a+9hm34cBJOn0fCT3/a6kJThyRkgRaQCxAJbb++9scfybv5FkxOJznPPtOhKKKmGCEg8/Yb2HnV7eTdeisjXn89chHfvsKZCD4PVQs+If/2O4lNTOKp8SdzUsl6tL8/TskTTxJ3/PEkXXA+rkMOabFQ4CsooGrBp1QvWEDdGhmBtY8bhyk2lurycrJrKknZV45n10a0hgaCtdVovljY8K8Oh1ZgNuOaPYu4E08k7vgT2qyDPHJ0Cm8uz6W+rh5276Ju/Xq8u3a3aF1WuLmIX1fUMXn+OvY+sJnaZctIuvBCmbrdSnaRTsJpp1L7yWuULlqJa+FHxJ52Xqv7/WzaEO77eBOvfL+n8+K0ugisLrC3vjhc7vGyfE851x7d+XtAR/jLyyn+61+pfH8+9vHjyXn+uRYirF10g8Py3S3EqY7JbifpggtImDeP/U/9i9IXX6Rm0SLSbr2FhDPO6H4afHURXsd4al5+mepFX1C7YgUEAmT+5S9h07KuMMwdw3+unM3fFmzh1k93kT3kZ9x12TiGvvY0O08/nawHHyRmzhwAvtxSzB/eX88x41K592eTur5oFj8EyqPUH7aXEd114ewNZs6cqS1fvjzaw2ibf8yE0m3t7hKwJ3Ko9g/qkl8C5zaumnIV10+/HpNo/sEprSvl4k8upspbxb9P+TcjE+SKyWdLNvD531/kp3krSCkvxGQJEn/MISRe/TscU6c2O3k1TcOXl0f92rXUrV1H3bp11G/YgFbf0rFXuFzh1NyG3bsJVlRgGzWKpIsuJOFn81qkCdf7Avz1k8289N1uxmfE8dj501oVHeVvvknhvX/CPmIEQ//1VJdu9r7CQmqXr6B2xXLqVqykYds2ufJttULAB0EwxcYSc8QRxB5zNLFHHYUluZvmK4vuhW8egz/sb1ZbsPfqX9CwZQujF33e7s2kq+TfdjuV778PVivOg6YSc+ihxBx6KM4pU7r8e/xlZZS98AJlr76KVl9H/KxRpNz9j2bpQu0RbGig8N57qXz7HWKOOpKsBx9svVbroXEw5kSY90+CQY0fd5exeGsJ5bU+ahr8VNf7qK73M3H1V5y/+BU2p47g7jlXctjUHG48fiwTh/SRKNX57A/wwzPwf4XNWr74S0vZefrpmOPiGfHW/7peR7zqVXj/OrhhVWN9YifRNI1zn15K3Z49PFm7DM+nn2JOTSH119eTcPq89iMnHfDasr387fWlvPHtIzjHjyfn5Zfavpk9fzKYrXDZh+Gnqr/4goL/+700t7rtVhLPP79TN8OKWi/T7l2I02rGFwiy6U9zZV+8t66E/JXyfepFgh4PudffgOe770i54fr207k0QAuiBQIQDKL5/XIbCITS5v14d++hfsmH1G3ZSaAhJKzNZuxjxuCYNBFLsptARTn+snIC5aFHWZnsURi6X2rChDU9DWt6OpbMzNA2A2tGBtbsoTh2PY/Y+A7ctrtbf7Omaez/xz/Y/+RTxBx2GFl/fwxzXMvJ5r8W7+Cvn2zmV8eO4paTW4q1+i1b2XnOuayNz2bJL//IPy6aFU6HrKz1cdSDXzJtaCIvXxEyFfvgN7DxvWbj/r931/HOyjxW/OGEFuK2s7z07S7u/mAjK6d/TPKeBXBr8xYj+bffQeUHHzD8zTdwTuoFMzmkKVr1p59S+d771IbmGc5p04g95hhijzka+7hO9vTcthBePRuu+AxyDmnxY395OcUPPUTl2+9gzcoi+8knWqbet8aPz8NHv4XfbaH6hw3k/urXuH/xC9J+e1NX/9Sooi17hrJH76Z4TSKOqVMY+sQTvLO7jlvfWsufDo7npJ1LqXznHQKVldJ477zziD3yCDzffkvVJwuoW70aAMfEicTNnUv83JOx5cha2FvfWsOnG4pY9YcTG9N6nzgELWkEXPDfdgalUb9hA9ULP6d64UK8u2Q3AOdBBxF34gnEnXAC1uxsGnbupH79BrZ+/QN5y1YyrqYQ4ZMO3cJma5YhpgG13gAWk8BuMSHsdlJvuL7TfdKDGxew+4pf4w8mMWL+By2cbHXunr+BV5ftYekdx3euzOmtKyBvJdy4utUfv7sql5veWMN7vzqcaRHoOV614FMK//QnApWVuK++ipRrrw1nVXWaylx4dBKc9ijMvKLj/YGGbdsouPse6laswHnwwWTc9UccYzvIaAmhaRoNmzdTvXAh1a89TkOFnJPZx4wh9vjjiJ87F8f4ntUwa5rGV1tKePTzrazNreRQyrj1h//gKMgl5dprKD7jIs599keGp8Twxi8P7Zrplc5Hv4P1b3f7PhNthBArNE1r9Ybe65FTIcRc4O+AGXhO07S/9vbv7DWu70A4r/w3+R/fRMrYJ9hXW0Sw+FxmxV/UQpgCuJ1unj7haX7+yc+5duG1PHX0M6z/8wsM/+xtLtcC2KfPIPmS44nPewjTL38NQ1v23hRCYMvOxpadTfxPfgLIOjt/WZmsjSstxb+/lECpbm5Uin9/CTGHziHpvPNxHTK7zZuxw2rm7p9N4uhxqdz8v9XM+9d7nDHHTE5GFUW1hcxIm8ExQ48h6dxzsQ0dSu4NN7Lr3PMY+uQTOFvpE6p5vdRv2ULdmrXUrV0jo6N5Mlfe5HLhnDaNuLkn4zp4Js6pU/j2wbMZnrcTS9pcqr/6iuoFC0CI8GTCNWsmwtr2BVDYbdjHNOnTVhOy6G8iTL179+JZsoSUX/86osIUIOOuP5Jw5pk4J0/qcdTMkpxM2s03k3zFFZT94hDKVu2h6tTTiD/1VOJPmYslPQNrRjrm5OQWq4e+ggJyb7iR+nXrcF97Dam//nXrdT+aBrWl4JKrnSaT4JCRbg4Z2drq52FUfnQQpltvY/7u1xl625NYUvpYmIKMnPrrZVQ8VDOiBYPk33EHwcoqcp57rnsGVz2oFxRCcNMJY7nwuXK+OPdGzrv8MooeeJDCu+6i5NFHSTj9dBLPPbdbKeT7ymu5YtPHaLW1ZPzh9+1PpF3JLVKe4447Duf898m/404K77mXmsVfk3nfnztc4U502RiXHseWompGpsY0NmyvK+/1elN/eTn7fnkN9Rs2kPmXv5B4Zvt1+p3mpNFor52Hf96b1JeZqVu/nvr1G6hZ9AUBjwdLYiLmpCTMycnYx4/DkpSEOTEJkZTE41/txF1fxTk5VnyFhTRs2ULN4sVodXXhw1virSSMSSR+y5bOCZMmaF4vBX/4A5XvzyfhzDPJvOfuVq9PH60t4K+fbOanBw3hdye2/jsc48Yy5N67EbffweY3X+bxzMRwSvKTi7dTVe/jtrlNJmHuUfL/WlsWdmE+dWomry7by5ebSzh1aveip28uz2VyVjzJwbIW2SvVX31F5Xvv4b7ml70mTEF6AiSefTaJZ5+NNzePqg8/oHrh55Q89hgljz2GJSOD2KOOIvaYo4mZM6fta4fe67QqF2gUp5qmUfn++xT/7QEC1dVyon7ddZicLdOpW0U37XO5iTv+eBLOPovS557DMX4c9vETMCclYo6Pj0jdZm+h+XwUvvINFasTiDv2UIY8+gQmh4Nz3BqLNhXxp9UlHPyraxj/mxupXrCA8tffoPhvf6P4b38DwD5hAqk33SQF6bCWZj0t6k0DPijdgRh3Svs9qYXAOWUKzilTSPvtTTTs2CGFycLPKX7oYYofehhhs6F5pRCNd7nY7cpk1xGncMRpR+KcPBnr0KHN7q+vLtvD/727nvm/Ppxx2Yldfq9M7hyyDitj9xcx5P32dwz798utlkf9fM4wXvpuN2/8uI9fHduJNO+a4nYzNj7fVExqnJ2pWT0rx/CXlFB475+oXrgQx8SJ5Dz/XPcFXVymbNHUhSigfcwYhv3n31S++x7FDz7IrjPPwn35ZVIcN/nsBj0evHv20LBrF97du/Hu2k3dypX48vPleeEOknbBUcRddmer51x3EUJw7Pg0jhmXyqJNxTy2aCvnz7iGW7d8wGFPPsWmdxaRfuxVvHDZrO4JU5DvW105+OrA2snrzAChV8WpEMIMPAGcCOQCPwoh5mua1ocddiPHm1vepLKh7Qa7/rpC/jsknaC3nEeOeoKH3g9w2Us/8s8LpnPSpJYXi6HxQ/nncU9y94uXsPWxnzJmv48tU4/gyHtuwT1hLKx4CT7QupReKCwWrGlpLWo6/EE/3+V/x/vb32dv9V4SKp8lfvEbJNoTSbQnkmBPCH8thGBHxQ62V2xnW/k2GLYTW7CBj4qAQkGsLZZ3tr2DSZgZnzCN0bFzyPnNncx44jEaLrqYt0+6kiN+ejSz6/KlGF2zhvqNG8MXfnNqCq5p00m+5GKcB8/EMX5ci4vyTlMGh2V+h/kPfyRD3EP9xk3UfPUVNV9+Scmjj3bqvbCPH4/7yiuJP2UuoqZlc/PyN94As5nEc87p9PvbWUwuV7N+WJHAkpxM2rHJJJ8yjLLy2TLd98PGyBhWK9a0NCzp6Vgz0rGkplL5wYdoDQ1k//MfxJ1wQtsHb6iGoA9iOlcjknDqqZicTvJ+cxM7fnIqqTfcQNL55/Vti4emvU5D4rTspZfxfL2E9D/+ocuiIEx1ATgSu32xP3SUm9kjknnyqx2cf+uxDHv1FWq//57yN96k7JVXKHvpJVyzZ5N47rnEnXRip1eZvWvW8LPdP5B8xRXY22nFAci03vzVLZ62pKYy9JmnKX/lVYofeoidP5vHkPv/0sJg50BmjUiS4jSlSRpxXVl4MaM38BUUsPfKq/Dl5pL9j8eJO+64yB3cPRohwGoqw3rCBeHPhp5J1J7wnzJhH7e8tZYpl87kuPHp4dcFKyvxFRXRsGULVU/9kdJVDZTOOx37mDHEnyYXk3QX7KYEa2tp2LaN+i1baNiyldoffqBh2zZSb7wB9zXXtDqWFXvKuOnN1cwcltSYktsGiaefTt3KlZz35v+4+z/DGJd+MQcNTeTFb3dzxrSs5hkPyaGUurKdYXF6yAg3KbF2Plyb3y1xuj6vko0FVbLVxvrm5iOBqioK77ob+5jRpFx3XZeP3V1s2VmkXHMNKddcg6+4GM+SJdR8tZiqDz+k4s03ETYbrtmziT3yCJzTp+MYP74xvVavT2vi2NuwaxeF99xL7fff45w2jYx77sExrnNRnDA1xfJza5YLEem330HtDz+S99vfNe4jBOb4eMyJifKRlIQlIx3nQdNwzZiONacLxjkRJlBdTd5vbsLz7Y+4J1STettViFCqvBCC+8+cysmPfc1v3ljF/F8fQcK8eSTMmycXrVetImbOHGzDh7d5fL2/6aWHNdmnbJe8b6V2TRTZR43CPmqU/P/n5VG9aBG+vHwcEyfgmCJLo+7811KCGpx6auvtQ95ZmceYtFimdFfkxWVgjw+Qcdmx5P/rU0r+/jhpv/tti91Gp8Vy2Cg3ry3byzVHj+q4PWB1IaRPbPVHXn+QxVtK+OlBmd3uOa4vwhTd/1e0ujpSf/tb3Fdc3rN7v8ksHfg7cN8/EGEykXjWmcQedyzFDz1E6bPPUfXRx8QccQTePXvw7t6Nv6iJR4cQWDMzsY8fT8qvriN2QiqWN38K55wKERSmzcYoBCdMTOf4CWks3FjEY5+n8n1sDjeseZsnlj5F8lUzmtW8dommvU7bSIceqPT2THI2sF3TtJ0AQojXgXnAgBSn/9n4H3ZX7W53n1FB+HvcdIaNPJxZv/Ry6Ys/cu2rK3nonKmcMb25G97iDXms+dNz3LOmjsoYjVcuG8NdtzyBzRy6CVblgzC12ZuzM2wt38r87fP5cOeHlNaXkmRPYkrqFKq91Wyv2E5lQyWVDZUEtJaN1tOcaYxOGs35489jTOIYdubH8ewiD6VBC5o1FxG7jnX1G9hYsQKAuHOyuH1+POd9/C/4+F/kEaqFnTSJpIsuwnnQVJxTp2LJzGx2A/UFfHjqK/D4PXh8HjxeD9+YBBMdVtj+kazrSQHOng1nz0bsL0ds3UUgGMCvBQgGA/g1PwEtQCAYIKAFsOyvJPPjlTTccgsljz1G8thKEmcPRV/3DNbXU/nW2zKdJ1R30hBoYGvZVjaWbmRT2SaqvFXtvrcmYcJqsmI1WbGYLOGvrWa5NQtzuxMFkzARZ40j0ZEYXhhItCeS6EjEbm6evqNpGr6gj7pYN3X+UuquPovgOUdjzivGUebBWlqNqaScQHEx/sIi6jdsxFdUhG3YMLIefQT7yJFomkZ9oJ7KhkqqvFVUNVRR65d1jFQXgtMB/nLI/brZGGOtscTb44m3yYd+fsYddxwj3nuXoj//maI//5mK//2PjD/+off6kR1IuNfpHhg6i7p16yh+9FHiTjyhw9SqoBak2ltNRUMFFQ0VBLUgNpMNq9mKrXIPtoQMbHX7sZqs2Mw2zMJMQAsQ1IIEtACapjV+HwzgDXqp8dZQ7a2m2lvN7CkFrPpmPdd/soyR6SY8AQ+mc+JwzT2Nkd/sZuTijdTefDMNcQ7yjxpLwfGTqR+SjEmYMGGS26aPIBzy4dNUxLrYccpwLLsXYDPZsJlt4W2z880C+CuhZF04omAxWcLnWPIlF+Oacwj5N9/Cvl/8kqSLLiLtlpvbrLucNTyZV5buYVRqkyyAunK8yaNYU/gj3xd8z/LC5dT6a3FanC0eLosLp1VuY22xxFnjiLXFEmsNPWyxxNnisJlseHweKrdtpPbXt6HVeKi8/3p2jWigZuv/aPA3kOxIJtWVSporjVRnKi5rN6LjScNAmFuYIh34edU0jTp/HTW+Gvnw1pCdWUd6Wi5/+6qI2ITJzV+TAMzOxLWzAWfyDCza0fgXfEHJo49S8uijOGfMIP7kkwjU1NCwZSv1Wzbj27svnC5scrmwjxtH1iMPh7NhDmRPqYer/72CIQkOnrlkZqdcdNP/7/+oXbee21a/wW9fcpM2YSiYqrj0qIkUegrDf6vmiidoMUP+cixJ2eHr2kmTE3l7eT419VOJbdIX0Rf0Ueevo85XJ7dNHiZhIsmRxMs/FGGzBvjZQUPg+2JIaRRtRX/7G/6SErL/+Y9OL9L4gj5qfbXU+moRQmAxWbAIi9yGHh1de5tiTUsj9ox5VJ44k4L9P6P0+28wLV1J6uofcX/zDQABq4nakZmIyeOIm34wmcFEEipzCXq9lD77LKX/ehrhcJBx990knntO9+rfPM0XUM2xMYz435vUrV1LoKKCQHmF3FaUh7YV+IqKqF2+nIrX35CvSU7GOX06runTpKieNKnDWupI4MvLk22Odu0m8+arScy9Bw5YyE+OsfHQOQdx6Qs/8MCCLfzxp1JAOcaNCy8k+gI+iuuKKa4tpshTRFGtfOyv3c/e8hocWRV8X5PCxq9C52BVPqS6oWAhMTUbSXIkkexIJtGeSJIjiSR7Uvg5h8WBQLQ4L6xZWSRfckmLv+mIMan884ttVNb6SHA1z1zYtd/Dij3l3H7K+O4vBjiTwGwjYVICteecQ+mzzyKcjlZLl66tquS/q/by/QslHHLWSe2bANUUwaiWC3lBLch3O4qoafBx/PjuzSl9+fkU3HU3niVLcM6YQeaf/9xtI0lf0EdxbTEFNQUUeAooSoinoHoDpV/+hlRnKjnxOQyLH0ZOXA5ZcVlYTW1nt1mSkhhy330knnEGhff9hapPP8U+fDgxhx6KbfhwbCNGyO2wnOafh20L5bYDb4BAMEB5QzmldaWU1pdSUV8h539ma+N9OHQvtpgs2Mw2Yq3ynmY32xEh9/CTJmVwwoR0Fp88DrH9aEz33M6u885n6FNP4ZwyOfz7gloQb8CLhiavy023oa8BLK4kzEJgrtiLOXlEq1maA5VerTkVQpwNzNU07arQ9xcDh2ia9usm+/wC+AVATk7OwXs66WIaDXZffjm+3Pb7m1kC+4kdKoi58TmcU6fiCcDVLy9n6c5S/jRvEhcfOpwthdW88PyHHPve0wyrLqL62FPYf82h3Lb6Xk7IOYGzxp6F3WzH/u3j2Pf9iO3yT3CYHdjMNvm8xY5FWNq8KJbXl/Pxro95f/v7bCrbhEVYOCr7KOaNnseRWUdiNTf/kAe1IDW+GirrK6loqMCv+RkRP4JER2KLY+8sqeHl73YT67CQmeAkK9FJ0FLExqpv+Tb/K7YWrefkFRpeC2zLEuSlWTDbGj+4+mTfF/RJIerz4Av6uv0/aQ+haczYrnHWMhOj9/lpcJoom3ckcRecS+aafKr/eB87/nQpPwypZWPpRnZU7MCv+QFIsCeQ4mg/ihjQAviDfnxBX/ihf+8P+ns0dqfFSbwtnoAWoN5fT52/rtUFhAOJscYQY42Rk39rDAJBpU8K0SpvVUTea4fZQZwtjnhbfOjia2P82gqOemcHceUNbD8kizXnTMWfHI/FZEHTNPyaH3+w+UN//4JaEJNJijJ9Uqlv9QUA/e+KtcbKrS2WGGEh9s3LcBx8BXUjTibm6j+i+f1sefQXVNoD1Ppq8fg81PhqqGqoCgvRyoZKKr2VBLVgx39sT9EEcbZYYmwxYUEbCAYIBv2M29HA0SsamLElgFmDWhtUxEBFLFTECipioDy0zSrVOP17jUdPN7F0Qs9vQE6LkwR7AqmmBH7yWQUHf5WHJyWWQHI8dj9Y/RpmXxCT14fW4CVYX08gEKT2yOOJueU8ljVsYdl3D7DSbqeeICZhYpJ7Em6Hm1p/bQuhoj86w6h8jTveDBAU8JfzzOzOaH/yF2eNI9WVKh/OVBwWR1isWM1WLMISXjCyCAt+zU+tr5a65c9T70qmbtghzcRVrb+WGq8Uox6fp1Ofu45IrdA4ZrOFwzcEGFLsJyig1G2lMMNOQYaNgkw7BZl2KhItaCZBrDUWt8NNsjMZt8ON2+nG7XCzt0Twry9KCAY1/nz2SBz2OsrqyyivL6e8oZyyujLKGsqoaqiiIdBAvb+e+kA99f564kvr+csLXooT4Q8Xm/FZujep1gVrV69zDrODhAYPSY5kElLHM35bPaf+YwUrTxrO96eP1k13wxOwgNb4Gfb4POGvvUFvp36f1WTFYXaEF0VcVleLbbW3ml2Vu9hTtafZtTHFmcKIhBFkeKxYN+0mcVsRw3MbGFkAttDpUB4HWKwklfvYMC2Jz+Zl40mwSgEUahBiEqbGhcvQOajfA/Wv/UG//B9tW0i9gPrMKfKaH6ij3l+PpmnNXnvg64UGcfkVpO0oI2NnJVm7qnHvl++R3wx7h1hZNdHByslOKhMshDvvhIRa0/G2h349FojwJNiEYPTOes77bz6WgMYblwxj70gHpsL1mJNHIWLTMJvMmDARJIimaewuraGwqp6x6THEOeT9wRv0UlxbTFl9WYvf67Q4SXGmUFYTwNMQaDRkA1mK4tmPljIaj6+OsoayTp+TB/79JmHCbDKHrx1BTVDuCZAS4yTOYZf3pND7VOppoMzjZURKDJYmCxH6e6S/T2Zhll+H7mktyFsBjgQscSO58IlNDNnbfjcIAE1A0bB4dk9IZOu4OPZmWanXvDQEGvD6G/BX5eK3xeC32Jrda/X7naaZiLM1fgbCC4ihr0EuEjSd1+Cp49AvCjlsSSmagE9PTmXZYUmYzBb5vgkzJpMp/B61J9i9AS9FniJK6krQaK4/EoIa7qRRFNcWU+OrCT9vFmYyYzIZFj+MoXFDcVqdoNGmaNM/d2ZhDgcPmj4EAm/Aizf3B3yb3sc7+2q8VifegDe84FZWX0ZpfSmldaXhBezuYDVZw/Mlfc4UZ5P+AbZ9xZz25Bpc1V5eOT+N5WMEHp+n0/fKAxGI8DlsEiYePuZhjsiKsBt3BGmv5rS3xek5wMkHiNPZmqa10v+g/xsiFT34IP6Sknb38a1bSt3uEtAEprg4mapy6GH8tSSedwo0jhkWz6iPX+PM7YvxJboZfv+fSTxGtpN5ecPLPLT8oU6NxSRMUqg2fYRE67aKbfiDfiYkT2De6HmcMuIUkh3dNBLqIgU1BSzJW0JxTTn/Xb6T8to6Tp6cQmq8JfzB9wa8WE1WXFZXWHS4LPJrl9VFTa2Z+976kadtj8LsX8LE1vuFNotamq1YhZwAWEwWAsEAe6r2sK1iG9vLt1O/4DWmrrIwbVuQeivU2cDjgN9ebSbRkcRE98RmjyExQ3qUHqULsvYIasFmoqmioYLy+nIqGyrDIspisjSPQm1fhHPPMhzz/onT4sQf9FPjkxE7j89Dtbc6PKmu9lajoYUvivH2eBJsCc2ioDEhAcve7+HTO2Hek82amQe0QFjcVXmrqPZWN9tWeavwBrxyQlDfwBGfF3Hk16X4LYKPjo3j81k2NIspfMM3m8yNN4nQc0KIsHBrGpHUv9YjJdW+6tYnHprGDfODHLpJ4+6fm9mSLf9vZmEOn2MJtoRmEeqmaeyJ9kTMwow36JU3rA9/gy9tAt6p54afC2rBxptwaBLT9Hv9BtRUtG/O93HFC2v5w2mTufKItleXfcXFVC9YgHdfLv6SEvz7S8J9VDVP42RlVdpI8v/4e86dnSXHGRqb/plqJqK2fw7Lnpb/z1gZjfEGvI3nWn0F5Q3yXCtvKCdtXT6Hf7WfgBbAawGfBbwW8FpB2OzYXLHENZiZ8n0RXiu8eYSJbVP8zEqdzCGzfsXMjJnE29qvOw5qQer8dfIcDYk/PRpZ7ZPPxazezsSHPiCQEEvZ/dfjGD5cLkjY5MKE1WSlrL6M4tpiSupK5La2JPz1/rr91Pvrw4shvoAPv+ZvMbEwCRNODRyahjMuC6fVidMc+oxZnc0juwdEeB1mB75gkBv/u5qMBAd3/bR5nWTAs5+6ty/HM/0ianMOkaIqlBVS6/Ugikqpi7Xgb6POSNM0anw14VX68vryTgnkWGusjBY5kkiwJeCwOHBanNjNdhwWBw6zgyGr85j0wHxWThuD5ZLjsaYlEIx1IUzmxon6wj9C0ggCB18aXmzzBrz888stpCdYmTslFV/A1/zaZG0ZKfcFfXy+ZRcvLN3A+Ye4SXBUUbHieSozJlEr4rjqgfV47SaevHEkAWvj79fRP78uqyu8KOWyuoixxIS/1jRNTsD1/3eTRUJ/0E9DoEFGWf0y0qovPuiRV5fVxYiEEc0ew+OHk2Bv2Q+8yltFbtkuitb+QN1Hz2Pe58Hsi2P5iUPZMzG52UQZGifOzRYwAz68QW+zr3UR7ajKx2F14UgZj9PixGFxYDfbMQlTeH9fMPT6QONCaEALhKM3eiQnoVYwZHc1mTsrydxUQvIe2dqlZHQKe2cPZe/MbOoS7M3G2xGaphEkSFAL4qhsYOT3exn7bS5JhTVUuZ18dN00SjOcBPz1BHctJugeQzA+k0AwgIYWFoCaBuvyqvAHNGbkJGOzyHtCqjOVdFc66THppLvSSXOlkR6TTpw1DiEERz3wJeMy4nj2kiZz2bevgr3L4KZ14TF6fB7K68spayijor5CLt40lFPvr2/2f2kqZvTFED3zyh/04w34eXvlXnLcdqZkxTXezzX4cksJMXYzs0ckt3yPtGD4fWp6H2tV3OSvkimtGVMRQQ1HdQP+0BgCQT9+Qgu4wQAV9fU4iho4NBem7/aSva8OoUGdy0LuxBQKJ2dQNDaBQP6nWIYfiSVtImZhbpZN8MI3e3DHmThuQqJcRPSFPg9Nvm6aEWbVzMz4sYzDP96Lq9rH9lmZrDhjPFXJDrnIGsokChIkGAyG//b2sAgLaa40MmMzyYzJJMOVQUZsBhmr/4fry7/AHblotljKG8rZW7WXPVV72Fu9N/x1bnUuDYGGxutVaJ7WdLFB/x+2+b63GJMZq7kxeGI328MLgq1tk+xJaGjh+3D4cx3aegPe8Bys6Zyp6fcgF15S662c89x2UvdWsfqC6eSfMp0Yaww2sy28yNHa3wkQ9NXh/+JeAqOPJ5AzJ3z+BkLZhGeNOYtRif033Teahki5wNAm32cD+b38O3uN9Ftu6XinrZ8ReOlcPBPuwbN1PzXffEv1woVcDZzjzqR2oY8hnv04zziLoXfe1syB8dJJl3Ls0GMpbyinwd9Aw/vX0RCfQcOca/EGvNQH6uXzAfnQnztwe2HGhfxs1M8YlxyZptRdITM2k3PHnQvAheO9XPjs9yz4upaXr5jd4kLeFst3l1FWW890kwVLgxcyZnVrLOkx6czOnC3NPT57BO2Ov5AfdzANzz1LwqLv0a4+lwVnX9VjIdoaQgisomOTJT3i02mqamDtJ5B1dKu90bpN7lrweiFzJiT3oN/rWeDdvZvCv/yFsxYs4cIdo3Ffcw1xxxzTJWMoze+n5ptvqHz3Peo3bcKaNQrb0BxM2UMIZKXiTU+mLj2emgXXo22GuI1l8IsLeeSqS8OTWT2dpksEA1BaCBMugPGt2/t3liFj4dCRBTz11Q4unJ2D09Z6+qU1La3VtDKQ9Yj+/fvZtnkPf/60mIfTh5MT34m6v+pKqPs7JIyGzJYGZS34CXAb1Ppqw6l04bS60La0rpR9PzmI49/ZzWWLtmJfHiD92gnE5HSuFtQkTOHFKEKngnQcz6du/SpqV26k4q0PpPP3c8+22QsxyZHU5RuufrP2B/0y7cpkQ3x6p6zrv3NN+2YqbXDdnHTu/XAjWt2o5te2/NVQWwfZx8C4n3b5uAeyqaCSG978lh2lhcw9KIaTp8ZgMYtwuqKeuhguB2mPGVBcns6MZ5+F1SHneZMJc3KyNH1yu7FUOTHb83DYTbhmHIJ12DCEEOzbvYFXl+3livNOIM7ROQO5xz8KkkYK9xx9LKJkM/WvPkbljlSqlm8nUB1k+DOvcHQrBnr9DSEECfYEEjKnMSlzGvi3hFwy13NipH7J/Tlw0ClwygOROmIY7549VH3yCfaPPyH1tVUc/N/VuGbPJv6UU4g7uYM00RCaz0fN119T8fY71CxeDIEAzunTSfjVGYw95Sccojv+BwNwrxvGXQHH3tnqsdbnVXLGk9/ijE3niQtndHidbrXeFKBkM6Q2znOEkJ4YsbZYhjabenaP3G0/sivfwwMXHhN+bumOUt759HvuOm8ap0/vZq2gzusXyfruk5/vcNdgUOOG11fxVG0BT/x6BmOHOvB89x2er5cQ++23jFm+GgBHsonYuSnEnvlTHBMnhFPMX1u2l/2567jlrCmcNyun3d+laRqer7+m6MEH8W7fgfPgg0m/7VYmTJ1Kz69obeAOmT2V70FkTCbZkUyyI5lpadN6dNigFgwvVukLVxqazOZbeA/Wtf/DfEfb/dL7guBpdeTdcgszXlvECdYppN36y84bn338ZzCnw0HX9u4g+5jeFqc/AmOEECOAPOB84MJe/p3RJXsmZptG/Igg8Rf/Saas7NyJ59tviVnyDb7SUtJ/91diD2+9yD4nPoccQheO8iIYdjyM7GKfxn5CcoyN/1x5COc/s5TLX/yB/1x1CDNyOr4J7q9pAAS+hOFYynb2fCAhF0QRl07WlDlk/X0Omtc78PrHAcSEJuye4siK09pQ/94IGNzYhg9n6NNPU/PllxT95X7yf3czwm4n5ogjiD/5JGKPPbbVthggm9ZXvvc+lfPnE9i/H3NSEq6ZM/EVF1G9cCGB8vJm+yfEWgjW+XHOmUPOjXf23MnSUyJ7GHZGAHaCm04cy7lPL+XVZXs6bOjeGiaXC1tODvuqrNRaqzrfNN0ZEku1LdPk2qNpJKkttLM0at59haI/38vev75N/No60m67FWt6x3VMQa+Xho0bqV21mrpVq6hbtSqcjWJyuYg77jgy772n9VZHPcBsMmPG3LyW2z0KfLXSAKsLpnM6F8zO4cmvtvOPL7bxnyubtBSpljWcxHX9mE3RNI1/L93DfR9vIt5h4/mLTuPYca0L9q6Q+tubiD32GHwFBQTKyvGXlRIoLSNQXoa/tIz64gC+Cg/aKiks9DrG00eMY1mRYNGacZx+SMfncm55Ld9sK+HO8Tb2P/YYVfPfxleYirAuJ/aYY0g87/xWnd0HBPFZ0iXT6wFbz3sY46uXNZqxXVio7AK2YcPCBlAN27dT9fEnVH3yCYV3303hPffIRYmUlMZHqtyaU1IwJyTi+e47Kt9/n0BpKebUFNyXX0bCmWe23s7MZJb9j+vKW/4sxOSsBH574jj+tmAz76zM46yDs9vcF2DZTnl/mjOyySJQMAD7t8GIo7v1nnSGw0en8MXmYnLLa8lOktfed1bmEmMzc3IrJpddJjYd9nzXqV1NJsFD5xxEYWU9N725mv9efQgHn3oqCaeeihYM0rB5MzX/e5qazz5k/38XsP+1T7CkphJ7zNEsz5zEvTttHD0xu0NBXb95M8UPPIDnu6VYh+WQ9Y/HiTvhhN432kocLrcVeyBjcru7dgWTMIVrQlvgKZFdHKKMyekk++9/p/iBByh7+d948/LIevDBsNO3FgyiNTTIvr4NDWj19Wh+P8JiQZABebsR5eUIq1U+LJZ+7erdGXpVnGqa5hdC/Br4FNlK5gVN0zb05u+MOq5k6XiYK9OThRBhZ7i2oiOtUl8FDVXdmjT1J1Lj7Lx29RzOe3opl77wA69dNYcp2e1PPEtqQn3FkkdCaQS8s2pCbm1NLkIDUphCozlWTUmXe3C2S20pmG1tNu7uKkII4o47jtijj6Zu5UqqPv2M6oULqVm0CKxWYg47lPiTTiI25MBa9dHHVL77LvUbNoDFQuwxR5N4xhnEHnlks/9VoLoa7969+Pbtw7tnL96l76IVbSHtb3+LzMW4KpTY0Y02Mq0xe0Qyh4928+RXO8gtb7uOxCQEs4Yncez4tFYNbvaWSeOqHHcnxalLF6elXR5zRwghiJs1jpifFFNqvZLStz+n+quvSL3uWlxzDm3Wuir8dVkpgf2lePfsCbt2W4cOxXXoHFzTp+OcPl22furLG6q+Ul+6vVvXWafNzFVHjuSvn2xm9b6Kxp6B1fo51P3Ja0l1A7e+tYYvt5Rw3Pg0Hjh7aud6HHYCIQSuGTPa3mHpk2gL7sB71ufUbt5F3Uq5iGBbtIiHAf93T7N76hSsWVmYXC5MMTGNj/D3LlZ+9C1PLf6cYe8VUWo2EzN5BCnDthN3zwLMw6dF5G+JGgmhqFxlHqR20ZW3NWr3y21M74jTpthHjyb1hutJuf7Xstfjl1/iLyiUpQT799OwYwf+/fvB18SfwGIh7thjSDjzTHlN7siZ1ZkIdRXt7vKLo0by5ZZi7pq/gdkjkttdePt+ZykJTisTmvZar9gjW4ml9l6G2JFjpO/Et9v3c96sHGq9fj5eV8BPpmS2mQnTJeIypOu53wuWjuckDquZZy6ZyZlPfsvV/17Bu9cdxjB3DMJkwjFxIo65k0jRXsJ/5Y/UrNhIzeLF7P/wY0bXvcX/zBbi9s+kZG1i4wH1+uOQ8Ax4PHi+XoI5Pp70O++UDvx9NVdKCrnldqGdTI/poO1OXyLMZtLvuANr9lCK7r+fbUceBUJIIerryCtkHTx8WPOnTCaGPvUksUf33uJNb9LrfR80TfsY+Li3f0+/InsW7PxSOjB2d7VJ77XYXYvpfkR6vIPXrp7DuU8v5efPL+O/V89p3r7gAPZXNwBgTR0FOz6BgB/MPThVa4rltgeux/0GfWW9pqj9/bpK7X4ZNY10erPZjGvWLFyzZpF+5x3UrVlD9WcLqf7sMwoW/x7MZtl71ufDPmEC6XfeQfxpp7XqWAiyV6Fz0qTGfojTBXx8M7giVDsfjnpFRpwC3HLyeK56eTnvrGzbTM0bCPLCt7tw2cycMCGdU6dmcvTY1LBQ3VtWS4LTSnwn0ynDEfB2ohc9oq4ckwVSr7yIhCtuouj+v1L80MMtdhMuFxa3G4vbjXVYDjFHHolz+jRc06ZhSe39iXi7NBWnI9pvpdMWP58zjKe+2sE/v9jOc5eGSmeqCwHR7RX5RZuKuO3ttVTX+7l33iQunjOsb9uDuEchBNgTg9jPPZekc2WZhr+0lH8/O5+C737gfK0S/9q1BD0egh4PWn19i8OMAfZmjSH9pl8Qf/LJWDa/Cgu/howelA30F/Rep5X7IiNO9XtUTN9FcYQQOCZMwDFhQoufaZpGsKoqJFhLsY8e1WE/5GY4kzq89phNgkfOPYhTHlvCr15byVkzsklwWklwWUl0WklwWkl02Yh3WFr2NwUo2Sq3XWwj0xXGpMWSFmdnyTYpTj/bUITHG+gw0ttpwovNRbKVSidIjrHx4uWzOfPJb7n8xR95+9rDSIoJCciaQhBmLFmjSRw6ljeSpvCA9Vguj6vkCkse9T/+QIPum9LUb0b/WgiSL7+clF/+IuLZKx3icoMttsvtZHpETREMmd53v68TJF/8c2wjRlC9cCHCbsNktyPsjtDXDoTdjslhB4sFAgG0H15EK9yEdvTv0Xw+NL8fzedF8/ux5rSfvt2f6cOmhIOIobNg7evyxpXYzZOjKk9uB3jkVGdIopP/NhGot548Dqu5ddfRFXvKSXJZMaeMhqBfvo89qYMM3/ijPBmOBPrNzFMc2ePW9m7PSpA9yVzTp+OaPp20W2+hfsNGqhcuRPP7SPjpT7vXwFvvdVq+u1n/xG5THdnIKcC0oYks/307PWYBfyDIsl1lfLi2gAXrC5i/Jp9Yu4UTJ6Zz2tRMdpZ4yOlsSi/IySF0Oa230+jHdSZicw9l6JNPULtiBYGKCixuN+aUFCzJyc2aofc74oaAxQmlO7p9iFi7hSsOH8Gjn29lY36VXHSrLpDXGnMnFxJC7C2t5U8fbWThxiLGZ8Tx2tVzGJsemUyGLhHudboDchrTlS1uN9MvPJ17K9IYe/ZUzpnZOJnW/H6CdXVhsbp6cx6/+mwff7j8GJKnhRZYa4rk+21v3zhrQBAWp+2793caT99FTjuDEAJzQgLmhATso7phqOJIhPqKDnfLTnJx/1lT+O0ba7hrfvtJda3Wm0Kz1kSRRgjBEaNT+GqrdMh+e2Uu2UlOZg+PkMFkN8QpwIiUGJ65ZCYXPbuMX/5nBf+5ajZ2ixmqi+SimMnEP7/YxkOfbeW0adncdt5pbc63+g1CyPt5X0ZOq4v6ZdAi9ojDiT2i9dK/ljuvgyVfwYXn9yyI088wzl/Sn8gOGfjs+6EH4jQ0STaIOAUYmuzitavncP4zS7n9nXXt7nvwsCRIDtXylO3smTj1FIPJ2jhhH8i4UgAh03ojSW1pYypoHyCEwDl5Es7JkzreuT30xtOl25tNpLtNdWGot3Df1qFYzCYOH53C4aNTuHfeJJbuKOWjtQUs2FDIu6vkQtWpU7ogmM1WKQLqekmc6lGRJudMn/W3jRQmkzx/Duh12lUuO3w4zy3ZyRNfbueJi2bIc6gLqWKeBj9PfrWdZ5fswmIS3DZ3PFccMVxONqNBuAdsS9E+bWgiWYlOPlpX0EycCosFERPLlqogi/fW8M7mIN6klOZ1eTXF8nPVl1Hg3iIuU14nIiZO9eye/iFOe4wzSS4qd4LTpg7h5EkZVNX5qKjzUVnno7JWbitqvVTU+WjwBznzwFrJki3y/+BMjPz4m3D46BTeWZXHl1uK+Wb7fq4/dnTzCG5P0BdU9YydLjBreDIPnXsQN/x3Fbf8by2PnTcNU00RWmwajy7cyuOLtnHG9CwePHsqlv4uTHWShsmF5r6goQZ8nn4pTrtE/BDQgnKBI2HgZ1rqKHHaG6RNkivEucthytndO0aEa9/6CyNSYvjq5mMpCaXutkVavB3qQjfssp3A8d3/pUaaFJktUhBEOq3Xs79zrq79jcRhYLL0WGCEqSqQNytT9MwErGYTR41N5aixqfzp9Ml8u2M/n28s6po4BTlB7IWaUyAkTgXY+zj1K9Ikj4TintW1JzitXHLYMJ78agfbi6sZXV3QKTMkTdOYvyaf+z/eTGFVPWdOz+K2U8aTHu/o8LW9itkqF1XLWopTIQSnTc3k+W92Ue7x4gsEWbJtP19vK+Gbbfsp9ch64omZ8dx3xpTm9dM1hQN/Iqhjtsj/ccTEaWixsZ9ETntMJ9J6m2I1m3DH2nF3pa66ZHOvRk11jgjVnf7x/Q1oGpw5I0IpvQCxocWbmq6LU4CfHTSEfWW1PPjpFnKSXfyuppCd9fE8vmgb5xyczV/Pmoo5UkK6L0gcBjsX96wkrrOEvUgG+DVJD2BVFyhxqugAswWyZkDuj90/RlWevFFZImOC0Z9w2sydM3axZEiRX7arZ79QF6dGITa9cTITKWpLez2tt1cwWyBpBJRui8zxqgv61YKQzWLi2HFp3XNpdbl7L623rkxGLEwDZEW+LdyjYcvHPa5rv+LwEbzwzW6e/HIHj1QXQlb7UeT1eZXc88EGftxdzuSseJ64aDoHD+u7zIUOcY9qM935tKlDePrrnZzy9yUUVslaU3eMjSPHpHDU2FSOGJNCWlwrArumGFLG9Oao+5aE7E5HBzukpgSsMZFx/u0P6IZIvSUyNA32b4VpF0X+2AeQHu9gTFos24prOHhYEsNTIvg/ikkFhEwv7SbXHTOKvaW1/PPL7VzlyuUH7zQumJ3DfadPjlyEt69IGiajmbWlEJPSu7+rFaPMAYkuTqvygFZbhg5IlDjtLbJnwdInpEW8tRsr4VX5hkrp7RZCyMhGKyv4XaKmqF8Jjh4TkxrZyGnAL+uDBqI4BTnh7UHdYDOqC6TYNQKu5N6NnDr7kZjqLu5QXXvFnsYU8e4cJtbOz+fk8J9vt/OIraTF9UbTNPaW1bIur5LFW0p4a2UuSS4bfz1zCufMHNr/ohvJo2Dv962Ki8lZ8Rw/Pg2P188lhw3jqDGpTMyM73giXFMEw4/oxUH3MQnZkLciMsfyFBsnpRdk5FQLQEM1OHqhxrgqD7w1verU25QjxqSwrbiGsyIZNQW5IBaT2u3IKchshj+fMZmCihri9lWQmT2M88+Y3LcmapEisYljb1+J037i1ttt9CwdPdvSIChx2ltkz4KgDwrXwtDZXX99VX7361WNhHukrC3pCZ6SgZmy2hax6bBvWeSOp9cl9vbNoLdwj4Lti2Tfu56m41YXwLDDOt5vIOBMln0Ae4O6cmPUcIcde3f0SJwCXH3kSD5bKsVKqUhm6dp81uVWsi6vkvV5lVTV+wEZDb/00OHcdMJYElxdM03qM9yj5OS/priF0ZgQgucvm9W14/kb5DkTO8Angk1JyIZN8yEY7HkGgafEOCm90HhtqK/oHXGqmyH1olNvU86akc324hpOO6gXFrnj0htNG7uJ1WziX2fmYH5c4+gZA1SYQqO3SNkOyO5lD4Nqg6T1upLBbFfiVNFJskPh9dwfuylO8yBnTmTHNBBJHglbP+2+8AgGDZjWmyb/pkilTOnRtT40RIoo7jEQaJD1X3qvtO7gq5MT6IG+kqrjSu5dt14jfKaatpPhpB4dKi3ewUUTrbAVbv60mC+Dq7CZTYzLiOPUqUOYmp3AlKwExqbHYbP083Topo69kXDBDrfzMsA5o5OQDQGvFJY9fY9qSiBpeESG1S9wJMptXXnvLLLrC9Z9FDmdnJXAf66MgOFea8RmdMsQ6UBc9dLxWQzk+1fyKOkhUbyp939XTZH8XQM9A0gIiM9U4lTRSeIyICGne3Wn3lp5UR/sab0gxWnAK8V6d25ydeUyvWigr441JTYN/HUysmGPQKuJsDgdoGm9YYGxrWfiNNzj1CCfO5cbvNWdbvDeJerK+2xi2Ku4kuVEOkKGWheMM8NWOO/YWfxu4pyBIURbwz1Sbkt3RCaTwEi9pnUi2cbKU9K4oG0E9Mhpb/VZLtkir28DNdunKXHpULS+58cJf8YGsDi12OT9vE/EabHsKzzQfRMA4rNk1peBMMB/pR+TPRP2dUOc6idZvHGct7pNcmiSVLaze6/X6wqMlDKlN2rvYSpQGL3HnmuA3uh1k5We1p3qn7uBvPLclN6cIBolrVcIORmKkDiNq9wCwszcY45iclbCwBSmIBdWTZae1/vr6DV1kYjC9hfcTaLLPSEYgNr9xooqh689Fb1z/JItfZbS2+vEZsh7eTDQs+NUhZyjB/pnLG0ClPSFOC00zmcuLjNkiGQcBuidc4AwdLa8YHQ13K6fZEqcNorT7goPjwFX7HXjjEiJ04EeOY1JlT09e1pfabTewnqadqR7nQZ80FA18NOhdNyjI2eoVbBWtrewOiNzvGhhtsg000i9L0Zp29CUSLWxqiuXfQqNtICq9x7tjYUxTZM1p0bI3AC5GKoFem5eV7wJbLEQH2HTpr4mbaLMRvB6evf31BQZZyE6fohsg6dp0R5JxFDitDfJDplG5C7v2uuMNknuCXFDwOLoQeTUgLVO+gTPEylxGhIvA7XmNFLRr3Bar0GcnXXxGOm60/rK0PENEDkFGQGrypXlFD2lcC1kTOn5cfoDyaO6f909kOoiQBhLgIUFfA+vO/o9ykjvTW9mbdQUS6OlFIOIU/1+3tO608L1kD5p4Kep6hHxnhphdoSRvEjis6TvRm95TESBAX4W93MypoDZ1vW603DkVIlTTCbZ2qO7vU6NeOOPdFpvbamMPA7knroREacFsq+uIyEyY4o2+mJDpNvJ6DdAI4lT6LkQqymR51Dm1J6PqT/gDonTSKzG1xTJzAxzP3Un7i6RiLp7DLiAanVKB9H6isgfe3/fmiH1Onr0rift4TQNijZIcTrQSZsot71ZdxoMyDpvo2RyxIcW1KuNY4qkxGlvYrHLFiZdFqf5Muox0FPDIkXyyJ7VnJrtxhEcIE0ghCmC4nT/wI2a6qSMgcp90nG3u1QXyIv8QLXhPxA9TTvSab16NMRlFHHa1LG3BxSuldsMg4jT5JHgq42M0UZNsXEmgk1xj5b3pmCw+8fQa/6NtIAKcvGqNyKnYadeo9ScRiByWrkPGiohfXJkxhRNkkfIOVtv1p169stUeqNck/QSQAM59ipx2ttkz4b8VbJOq7NU5at606Ykj4DyXd2bAHhK5Iq0UQQHyJY6LnfPVlqbUls6cOtNdfToV0+iGFUFxknphd5L69UnnEaJnCZHyNgmLE4NktYbic+UjpHMR5oSCQFvxOweCInTisgft2Qz2BOMUy+oC6SaHojTog1yawRxajJD6tjejZzq77VRxKk+b1HiVNFpsmeCv75rVuGVuSqltynJI+V72J2UhZoiY06KYtOl8I4EtaUD16lXx6079vYg+lVtMHFqc8l67YhHTvW03gEebdexx8r/e09FWOE6SBg68LMQdPSIciQce2uKjSMmmhKJqLunRBor6b1BjYIzsfcip6ljjbPgbHXI/311DxabC0Pzy/SJERlS1EmdAMWbe+/4+oKQUa5Jsekym06JU0Wn6Y4pUlW+EqdN6UlNWE1JY42mkYhJjWArGSNFTrvp2KtpIXFqkJuVjjNZRU47QyRqlgvWGielF6Trp9nec9GuacZdJIyIOC2W1/OBbmRzIL0WOd1inHpTnbiMHkZO10tzrkj0Pe8PpE2QJnW6+V6kCbuHG+SaZLZIgapqThWdJiFb9rHa90Pn9vfVyxpAldbbSE96nRp1UhSbFllDpIEe7bHFyM9MdyfS9RUyOm+0RSGXO/LitLZMrtLa4yN73GjiHtUzgdFQI19vFDMkkGIpeUTPjaLqyiHglfdBoxGXCVZXz94jz37pI2A0nEmRN0SqLZNi3ij1pjqx6T2LnBZtMEZKr07aBLntLcfeaoOl9UKonYwSp4rOIgQMndV5UyS9dsVok+SeEJ8lXY+7OgEwYnNzndg0eZPuqZOmtxb8dQM/cgpSYHS312lV6HNntMipK6l3DJGcScaK9LhHy0Wa7gr54o2AZpx6U53kUT2PnBqxnZeOySQXT3uysFFTbMzsHkdi5NN6jWaGpBOb3v3IqbdWpt4bUZwWb+yd49cUy7plI5mOxmU2zmMMgIFmF/2Y7FnS0Ed35WsP1eO0JSazTFnpqjitLTWWI1tTYtJkpK+hqmfHqdWdIg2wcu8eI9N6uyPY9UWhOIN97norrddIKb3QxBSpmxGwgjVya6S0XgD3yO6b0ekYzXzkQHoadddN+4yGMwm8NV0zg+yIklAdYsrYyB2zPxAXipx2595VsknOc4zQRkYnIUdmJPSWKZIRM+ris1TkVNFFulJ3GhanKq23GckjobSLE0ejuiBCE4e/Hpoi6T0wDRE5HS1rVLrT17PaqJHT5Mj3Oa0rM5447WntYOFa+Z4kZEduTP2B5FFyEUzvvd0djGY+ciDu0VC+GwL+rr9W06Q4NcLi4IE4E+U2knWn+7dK0ZIwNHLH7A/EZkCgoXtp0LoZUoaBIqcmk4yO96o4NdhiWXymbCfUUBPtkUQEJU77gsxpIMyQ24m6U30SEG8g19BIkNyNhvDhoneDXYQAYkOCu6ftZIwkTlN64NgbFqcG+9y53HLC05PI14HUlRvHqVcnabiso+22OF0nU3qN4iCqEzYa60naqsHMRw7EPRqCfqjY0/XXNlRL8W/EtF59ASuSqb0lm2XU1EglBdC4cNOdutOiDWCLhcThER1S1Emb2LviNM5g80I9oBWJvtT9AIN9wvspNpdc1epM3WlVvsyFN4rrWqRIHiFrI7vSqFpvtWLESZE+mfH00BTJo4tTA6zc6xPp7tSdVhXIyZTVEdkxRRtnskz5iqQxiRHTei02SBzWPREW8EHRRuOl9EJkesBWF8qWRkYy0GpKcg/6wer3KCNm9+iR00hee4zo1As963VatF4KOaMJ9rTxcn7jiXDmD8hsDqMFLcK9TnuQ5dKPMNjZ3I/Jng15K6VJT3tU5al609bojmOvkVfsI57Wa4BIWOIwaZzVrchpofHqTaHx/xrJ6EVtuTHOlwNxj+6ewNi/VabkZR4U+TFFm7hMsDi7XlLRFH0iaLSosk5PUsLDC6gGFKeOCEdO66vk/MiI4lSPnHbVgV/TpDg1Ur2pTtixN8LR04YaWQtttHmhrhsMYoqkxGlfkT1LfiD0gv62UD1OW6db4rRYTqxssb0zpmjiSpZpiJFI6xVmYzSAN5m775xZnW/Mmjg9/TZSpkgBH3irjRc5hUZx2lVTksJ1cmvEyKnuRtuTyKkR67ua4kqW18+eiFMjR04jJU71jBijOfVC4+ejK5lhIMV6faUxxWmq7tgbYXEaDloY7H4fFqcqcqroCtkz5bajfqdKnLZOwlAwWbo2SdJdEI24Ym8yywlNV29mB1K7X06ujJIS5B7d/cipEeu89QhnpEyRdHMTQ4rTUeDzdP0zVbBWpq3qETSj4R7Zs3YyRnTGbIoQ8n/fHQEfNu0z4PsTrjmtiMzx9IV9I4pTe5w0eurqYnPYDMlgLaxAzoPtCb0oTg32mbM65WdO1ZwqukTySGlO0p5jb8AnPzjKqbclZkvX28kYfVKUMrbnKS+1pcYwQ9Jxj5bnSEfp800J+EMGCQYWp5Hqdaofx5DitJvpmYVrZeTCbIn8mPoDyaO670YLoc+WwaIUB+LuZj/YcOTUADX/B+JIkNtIRU5LNsuyjcRhkTlef0IIGT3t6sJYUUicpk2M/JiijRCy7rSjbMOuootTI16TDNRORonTvkIImdq7d6ks6i/bCZW5cuW0rhy8Hvk9moqctkXyyC6K0xJjp5NlTJVOfd2dNIJM9zSaOA14oWJv51/jKZGmQUYUp5FO69UnmoYUp91wptU0KU6NmNKr4x4FQR9U7uv6a/0N8pwx8nUY5HWnch/46rr2Ok+J/CyZrb0zrmhiMkuBGilDpJItspe1UReBkoZD8cauvaZovRTrDoOajaVNkO9Jd/q/toWerWDEa1JcpmHEqUE/5f2UnDmwdQE8Mbv9/RJU5LRVkkfCnu/khaozqbo1RTC0g/d6IJM5VbYhKN0uVxi7g2e/sQwmmraTSR7RuddUhy7mRhSnjgRZUxypyGmtgSOn8dlgtndNnFbslTVfRkyr02nq2NvZz5SOkSeCTdEXNsp2dq3+r6bYmCm9Os6kCNacboEhMyJzrP7I6BPgs/+T15TEnM69pmgDpBuov+mBpE6Aupfk56SzrV/yVkLeirZ/vm2hLBEzWjs0kIGtgjXRHkVEUOK0L5n9S0gZJ1uiBHwywhPwNn7t98qWBsOPjPZI+yfJI6WplF5L2h4Bv0xZNfKkSI/WFK7tvjg1YlovSIEx5sTOvUZPpTJizakQcoIYsZrT0ETTiG69JlMoPbML4rRwrdwa0alXJxxR3gldLasdLOK0aTuZrohTz35jmiHpOBIjI069tVC+Bw66sOfH6q+MnSvF6dZPYfbVHe/vq5PXqkln9P7YooXu2Fu8sXPiNBiEN37esSlQxhTj+Gw0JX6InB/rWmIAo8RpX2JzwfifRHsUAxfdsbd0R8fitHY/oBnTol8nZYyM9BSsganndv31waCMqBlJnLrcckLUlV6nVQaOnIJ8T1Rab+fInAabP5ITP6uz4/0L1krXbCPWfOnEpkvH824Z/oQWfoxc+w/dSwkH2cfRyFF3Z1JkDJFKtwEapI7t+bH6Kymj5eLqlk86J06LN8lyFCM69ero19XiTTDq2I73z1shhempj8DEeW3vZ9Sey/FDAE1edzsbfe+nGHDpQGFYutJOZjCs2JutkD6xsZVFV6mvkDc3I5lx6M6ZpV0Qp9WFMvXVqBEMV3LkUuvqyuR7ZdSb+0HnQ0MlbPqwc/sXrpN1cDZX744rmggh03m7Y/hjZPORptjjZGuKrrxHwSBUFxk8rTcxMteeki1ya0Sn3qaMnQu7l8henB2hmyEZOa03NlUurnbW+HHT+2CywuSz5LymrccAjyq2id6r3QC9TpU4VQwcEnPkxLgr4tTIN36Qq+6Fa7tnGKCnehopcgoyotyVSWJ1gVzEMJl7b0zRxJkc2cipM8mY7ZlAllQk5sDqVzq3f+FaWfttdJJH9bBVikEXfprS1TZWJZtkz2Ajp4RHqua0ZIu89+vp00Zl7FxZ4rXzy473Ldog288kdbEOfKCRNrFz7WQ0DTbOh5HHNPbYHWwYqNepEqeKgYPZKieOnRGnHj1yanRxOlXe/LtzMQqLU4PVD7pHyffD6+nc/tUFxqw31XFFuObUqCm9IOuQpl0EOxd37PjsKZXnmZGdenXco2TNX8DXtddVF8rFLyO60R6Ie2TXBPyuJXI7wsAeE86kUIZOD91WSzbLc9CoES+dnDmyt+fWBR3vW7RBCjcj1k42JXU8FG/u+BwqWAMVe2Diz/pmXP0RfR5jgF6nPTqrhRDnCCE2CCGCQoiZB/zsDiHEdiHEFiHEyT0bpkIRorPtZIzaaPlA9FX3grVdf61RI6du3bG3kxPFqgLj1puC/P/WlUXGjr+2zHiLGQdy0AWABqv/2/5+YTOkQSBOk0eBFuhaiyaQkdNYg6f06rhHSzOSztZY7vpatg8Z4LVh7eJIhKBfGhn2hJItsq+30TFbYcwJsPUzmfbdFpomSwoyDJzSq5M2QWYYVOa2v9+m+TK6Pu7UvhlXf8SRKKPpBmgn09Mll/XAmcDXTZ8UQkwEzgcmAXOBJ4UQBs2ZU/QpujjtaKJdUyJNPGwxfTOuaJE2ERDdqzv17Jdbl4FqTqGJY28n6k5riuV+Rp74OJNlqlhnI8ntYfTIKUDSMBhxFKx+tf0Joi5OB0vkFLped1pTZPwFQh39utOZ6GkwALu/keeZkdGvFR0J9pKtMvLV2iNvpbznG73eVGfsXJn5lb+q7X2q8mVE2sj1pjq6Y2/J5rb30TTY+D4MPwJiDLbY3hWEMEyv0x659WqatglAtKw/mge8rmlaA7BLCLEdmA0s7cnvUyhwj4KGKhn1a8/Ip6ZocNQ52WPlpKiwG5FTvR7McJHTLkykV78qV/YPuqB3xxRN9EhnXZk8X3pCXbmx3SF1pl8M71wNe9oREAVrZW9Uo0eSoXmv065QU9Qo2oxOeFFsB2Qd3P6+BWuk8daIo3t/XNEkLE7LIXFo6/t8+RdY/LeOjzUYooQg+50KE2z9BLLbOI8GgxmSjr4oUbyx7fZwxZtkvfeca/tuXP2V+CFKnLZDFvB9k+9zQ8+1QAjxC+AXADk5Bk5vUUSGpo697YlTT7GxnXqbkjEFcpd3/XX7lsmIodGcRq1OSBjacTuZYBBW/htyDjN2iwK92XhtWc9TCOvKjdm8/EDGnyYdiVe92rY4LVw3OFJ6QV5r7fFdi5xqmhSnnelPaASShktR0Zn3aHeo3tToPc11Y5q2TJG2fS6F6eSz5KMtLHYYcUyEB9dPcSXD0Dmy7vS437e+T1icGriFlY4rWZYGFLcTOd00HxAw/qd9Nqx+S/wQ2Dvw44AdilMhxOdAa0Uj/6dp2vttvayV51rNw9Q07RngGYCZM2dGoChKYWiaitOhs9ver6ZYurYOBjKnwoZ3upZyGfDJC9jU83p3bNGiM86Zu5fI8+jo2/tmTNFCj+z11BTJ75W1Y0ZP6wW5YDP5TFjzBvzkQXAc0DrHWyvTwSedHpXh9TlChEoquiBO68plOvlgWSS02OWiWGcce3d9DSnjjC/c9WtFfUXLn1XmyuyEtEkw74nO9RUeLIybCwv/KN+jhOyWPy9cLxcaHQl9P7ZokDZBRk7bYuN8yDnU+J+nzhA/RPpoBIMD2iyrw5FrmnaCpmmTW3m0JUxBRkqb5nBkAwM/zqyIPok5cnW6I1OkmkEWOYWu1Z3mr5ZCw6hOkbo4ba82eeXL8uZudHc/PW27py0d9Ne7BoE4BZna66+TCz8HUrRB9ggeDPWmOu5RXYucDoZe0wfSmUUxvxf2LDV+vSlIgxZoee0J+OCtK+TixbkvK2F6IGPnyu3WT1v/edGGwZHSq5M2QZpiteYBsH87FG8w/n28s8RnQdAHtfujPZIe0Vuyej5wvhDCLoQYAYwBfuil36UYTFjsciWxvUlSwCfr64ze41QnI+TY2xVxujvkYWbUtLKUMbI22VPS+s89pbDpA5h6vvEnRk3TenuCPsEcDJFTkHWDKeNkau+BDCanXp3kUVC5T4qrzhB2TB9s4nRH+4ti+SvB5xkc4rRpzWlTFt0jy0p+9vjgyXDqCiljZf/S1lrK+Opl1sZgqP3XSZsgFwordrf82aZQnGyCSukFGjsPDPC60562kjlDCJELHAp8JIT4FEDTtA3Am8BGYAHwK03TAj0drEIBhBrCtxM51QVJ7CAwRAL5d8Zldq2dzK6vZTpVe3W7AxndFKmtutO1r8tV+4Mv7bsxRYvwBFGJ0y4hBEy/CHJ/kG6iTSlcK6NCCW2YvBgR9ygZLS7f3bn9B6U4HSXbXrS1KAah/qZCOosaHasTzPbmbr2bP4Lv/gGzrmq/znQwI4SMnu5c3NJlvWST/BwOqshpqLa2eFPLn22cD1kzW09/HozED5HbwSxONU17V9O0bE3T7JqmpWuadnKTn92nadooTdPGaZr2Sc+HqlCESB4pRce3j7f+WPqE3G8wTYoypnTesdffAHuXGTelF5r0Om0lxU7TYMXL8oY2GFafzRbZ2L2nNae6uB0Mhkg6U8+XvfNWv9L8+YK18jPX0qneuHTVsVcXp4OpDizsFN5Oau+uxdJ5djC4PAshTZH0ha3y3fDetZA5DU7+SxQHNgAYNxcCDVKgNqVog9wOJnGaOk5uDxSn5buhYLVK6W2KLk6rB7Y47S23XoWi98iZA8ufh4V/aHsfs23w9EUDWfu2fZFM+bE62t83b4VMkTFqSi/IVVSzvfVep/uWwf4t8LN/9v24ooUrWaX1doe4dBhzEqx5HY77oxT6Ab8055h1VbRH17d0tddpTRFYHNLld7AQbiezHYYd1vLnvnrY9wPMvrpvxxVNnEnSEMnfAP+7TFpjnvOSLNFRtE3OYfKzs3UBjP9J4/OF68HqguQR0RtbX2OPg4ScluJ00wdyO0GJ0zAxqWCyDPjIqRKnioHH1HNlqwetleJ4HbN1cN38MqaAFpCT5qwZ7e8bTis7vE+GFhVM5rYNXFa8BLY46cY6WHAl9zytVxe3g0mcAkz/uew5uGMRjD1ZLnj46weXGRLIc8iR2PnIaXURxKYNruhywlC5MNpW5DT3BxkNGwz1pjrOJLmw9dnvIX8VnPfq4BJW3cVig1HHSVOkps6rRetlDabJHN3x9TVp46HkgHYyG9+X12F1PjViMsvWO1UF0R5Jjxi4PsOKwY3NBfbYth+DSZhCozFLZ0yRdi+RYtboIsM9umXNaV0FbHgPppwNtphojCo6OCMUOTVZ5Cr2YGLsyeBKgVX/kd/rtd26S/ZgoiuOvTVFcpI0mDCZpZFNW+/Rrq9lmnjOoX07rmjiSJR9uH94Bg79NUw4LdojGjiMnQs1hTJ1FWRJStH6wZXSq5M2AfZvlZkrAJV5kPujSultjfghUJUX7VH0CCVOFQojkDhcpgB1VHeqp5UNhpV792go39V4MwNY9z+Z0jwYjJCaEqm0XmfS4IqEgczCmHoebFkgXZ4L18p01ZSx0R5Z39ORGV1TakKR08GG7tjbGru+hiHTW/bNNTLOJPDVQvYsOOHuaI9mYDHmJEA0tpSpLpDX4cEoTlMnSBND/fqz+UO5nXh61IbUb4nPlOfKAEal9SoURsBkkjesjiKnelqZketNdVLGQNAPFXtCTqMhI6SMqXKCOJhwueUK/Ac3tr2PLRYO/VWjocKB1JUNLjOkpkz/OXz/BKx7U4rTtImy/nSw4R4lF3g6U9teUwTDDFw60BbuUbD9cwgGmqdeNtTIev/Dboje2KJB8khZB3f2i3KhR9F5YtwwdLYsKzj2DllvCoPDyO9A0ibIbfFGSB0rU3pTJ6hWRK0RnyU9SAYwg/DuqlAYlMypsPI/LSdFTdm1RKaVtWbWYTSampO4R8n+gkXr4NRHojuuaDDscJnOvKUd4/S6cpm6esoDMlJ4YIRUj5wORtInygWNVa/IdKnBasDhHg1oMiNBnyy2hr9Bni9xgyytF+S1JtAAlbmQNKzx+b3fy8WywZC10pSjbpaLXjZXtEcyMBk7V/aFrcqXKb0wOMVpylhAyLrTmmLY8x0cfWu0R9U/icsEbw3UVw3YLA0lThUKo5AxRTZ3L9vZ9mrirq9hyLQBe8HqEro43b9N1g2ueEm6HE45J6rDigoTTuu41qt0B7x3Hbz7S9k77rRHm7cBqSuH+EHcS27aRfDxzfLrzEFmhqSTPFJuS3e0L05riuV2sKb1gjSOaipOdy0GkxWGHhKdcUULIZQw7Qm6ON36qWwjkzBUtucZbNhCDsXFG0MpvRpMnBftUfVPmvY6HaBzPVVzqlAYBd09tK26U69HppUNhpRekHWWzmQZOW2ohnVvw6QzB+zFutdxj4LLP4aT/izTEp+cA+vfbvx5bfng6M3YFlPOlu2JADIOiu5YooXeTqYjx96wOB2MkVM9Y+OA92jX1zJFUwk1RVdImwCJOSFxOkjNkHRSJ0DxZpnSmzxKllcoWmKAXqdKnCoURiF1vFyZL2hDnO79HoI+GDFIxCnICHLpdimyfJ7BZ4TUVUxmOOx6uGYJJA2Ht66ANy+VRkCDOa0X5N8+4TSZFp8+SCdFjgTpXNyRY29NkdwOxshpbLqs327aTqauHArWDL6UXkXPEUJGT3d+JbOABmNKr07aBPm52rVERk0HmzlfZ3GPgeN+D4nDOt63n6LEqUJhFCw22QusLVOk3UtkK5Chc/p2XNHEPVrezFa8LFdds2dFe0QDg9RxcOVCOO4PsPkjePIQKe4HYzpZU06+Hy763+BqQ3Qg7k449tYUym1sevv7GREhZPpzU3G65ztAU+JU0T3GzpUu81oAMgZx5DRtgnwPtIBqIdMesalw1C2NmS4DECVOFQojkXGQTOvVtJY/27UEsg6WfWAHC+7R0lI9fyUcfJlaae0KZos0M/nlYmmwABAzCCNhTYlLh9HHR3sU0SW5E71OB3PNKbRsJ7Pra7A45fVXoegqw4+Q0XgY3Gm9ep17Yg5kTovqUBS9ixKnCoWRyJgCnpLGtDqdhmrIXzV46k119Povsx2mnhvdsQxU0ifB1V/Auf9R76EC3CNlLZO3tu19qgtl+6LB2jrEPVq2sPJ75fe7voacOWCxR3dcioGJxQ6jjpWGfrop2WDEPQZscTD5LLXQbHCUW69CYSR0F9GCtc3bOOxZKlNhBlO9KTS6Fk+cN7jNfHqK2arSqBSSZN0UaWfLFMP6KtjzLexbNjhTenXco0ALQvluWatcvHFwuoQrIsfJf4HZu9tuEzcYsNjguu8G97VlkKDEqUJhJPSUn8I1MPakxud3LQazbfC1MUgZC3Oug5lXRHskCoUxaOrY6x4ljdZ2fS0f+avkIpjFAYf/JqrDjCpNeyz76+XXI46O3ngUA5/EHPkY7Kj3YFCgxKlCYSQc8ZA0oqUp0u4lkD0brM7ojCtamMww9/5oj0KhMA56WuGCO+HtqyDglQ7G2TPhyN9K05/s2WB1RHec0UR/j8p2yNpTWxxkDtL2QwqFQtFFlDhVKIxGxpTm7WTqyuX3x9wevTEpFApjYI+DkcdC7X6YdLqMCA47VD6vkLiSZc2t3vZi+OHSYEyhUCgUHaKulgqF0cicCpvmy/ovR3xjG4PBZoakUCh6h0vei/YI+j/Jo6QwLdsBs66M9mgUCoViwKDcehUKo5ERSh8rWi+3u5bIGrDsmdEbk0KhUAwm3KOlMAXV31ShUCi6gBKnCoXRyJgit3pq7+4l0ghJtTFQKBSKvkE3jnImQ9qk6I5FoVAoBhBKnCoURiMuA2JSpSmSp1RGUAdbCxmFQqGIJrpj7/AjwKSmWgqFQtFZ1BVToTAaQsjoaeEa2PONfG64SitTKBSKPiN1nNyOVC1kFAqFoisocapQGJGMqVC8GbZ/DtYYyJoR7REpFArF4CFtAlz0Fky/JNojUSgUigGFcutVKIxI5lQI+mDdWzDsMDBboz0ihUKhGFyMOTHaI1AoFIoBh4qcKhRGJGOq3PpqVQsZhUKhUCgUCsWAQIlThcKIJI+U6bygzJAUCoVCoVAoFAMCJU4VCiNiMkP6JLDHN/Y9VSgUCoVCoVAo+jGq5lShMCpH3wo1RWBWH3OFQqFQKBQKRf9HzVoVCqOizDgUCoVCoVAoFAMIldarUCgUCoVCoVAoFIqoo8SpQqFQKBQKhUKhUCiijhKnCoVCoVAoFAqFQqGIOkqcKhQKhUKhUCgUCoUi6ihxqlAoFAqFQqFQKBSKqKPEqUKhUCgUCoVCoVAooo4SpwqFQqFQKBQKhUKhiDpKnCoUCoVCoVAoFAqFIuoITdOiPYYwQogSYE+0x9EBKcD+aA9CoQihzkdFf0Kdj4r+hDofFf0JdT4q+hPRPh+HaZqW2toP+pU4HQgIIZZrmjYz2uNQKECdj4r+hTofFf0JdT4q+hPqfFT0J/rz+ajSehUKhUKhUCgUCoVCEXWUOFUoFAqFQqFQKBQKRdRR4rTrPBPtASgUTVDno6I/oc5HRX9CnY+K/oQ6HxX9iX57PqqaU4VCoVAoFAqFQqFQRB0VOVUoFAqFQqFQKBQKRdRR4lShUCgUCoVCoVAoFFFHidNOIoSYK4TYIoTYLoS4PdrjUQwuhBBDhRBfCiE2CSE2CCFuDD2fLIRYKITYFtomRXusisGDEMIshFglhPgw9L06HxVRQQiRKIR4SwixOXSdPFSdj4poIYS4KXSvXi+E+K8QwqHOR0VfIYR4QQhRLIRY3+S5Ns8/IcQdIX2zRQhxcnRG3YgSp51ACGEGngBOASYCFwghJkZ3VIpBhh/4naZpE4A5wK9C5+DtwCJN08YAi0LfKxR9xY3Apibfq/NRES3+DizQNG08cBDyvFTno6LPEUJkATcAMzVNmwyYgfNR56Oi73gJmHvAc62ef6G55PnApNBrngzpnqihxGnnmA1s1zRtp6ZpXuB1YF6Ux6QYRGiaVqBp2srQ19XIiVcW8jx8ObTby8DpURmgYtAhhMgGTgWea/K0Oh8VfY4QIh44CngeQNM0r6ZpFajzURE9LIBTCGEBXEA+6nxU9BGapn0NlB3wdFvn3zzgdU3TGjRN2wVsR+qeqKHEaefIAvY1+T439JxC0ecIIYYD04FlQLqmaQUgBSyQFsWhKQYXjwG3AsEmz6nzURENRgIlwIuhNPPnhBAxqPNREQU0TcsDHgL2AgVApaZpn6HOR0V0aev863caR4nTziFaeU714FH0OUKIWOBt4DeaplVFezyKwYkQ4jSgWNO0FdEei0KBjFLNAJ7SNG064EGlTCqiRKiWbx4wAhgCxAghfh7dUSkUbdLvNI4Sp50jFxja5PtsZIqGQtFnCCGsSGH6qqZp74SeLhJCZIZ+ngkUR2t8ikHF4cDPhBC7kWUOxwkhXkGdj4rokAvkapq2LPT9W0ixqs5HRTQ4AdilaVqJpmk+4B3gMNT5qIgubZ1//U7jKHHaOX4ExgghRgghbMjC4flRHpNiECGEEMh6qk2apj3S5EfzgUtDX18KvN/XY1MMPjRNu0PTtGxN04Yjr4dfaJr2c9T5qIgCmqYVAvuEEONCTx0PbESdj4rosBeYI4Rwhe7dxyN9ItT5qIgmbZ1/84HzhRB2IcQIYAzwQxTGF0ZomspO7QxCiJ8ga6zMwAuapt0X3REpBhNCiCOAJcA6Gmv87kTWnb4J5CBviOdomnZgEbxC0WsIIY4BbtY07TQhhBt1PiqigBBiGtKcywbsBC5HLsCr81HR5wgh7gHOQzrtrwKuAmJR56OiDxBC/Bc4BkgBioC7gPdo4/wTQvwfcAXyfP2Npmmf9P2oG1HiVKFQKBQKhUKhUCgUUUel9SoUCoVCoVAoFAqFIuoocapQKBQKhUKhUCgUiqijxKlCoVAoFAqFQqFQKKKOEqcKhUKhUCgUCoVCoYg6SpwqFAqFQqFQKBQKhSLqKHGqUCgUCkWEEEK4hRCrQ49CIURe6OsaIcST0R6fQqFQKBT9GdVKRqFQKBSKXkAIcTdQo2naQ9Eei0KhUCgUAwEVOVUoFAqFopcRQhwjhPgw9PXdQoiXhRCfCSF2CyHOFEI8IIRYJ4RYIISwhvY7WAixWAixQgjxqRAiM7p/hUKhUCgUvYsSpwqFQqFQ9D2jgFOBecArwJeapk0B6oBTQwL1H8DZmqYdDLwA3BetwSoUCoVC0RdYoj0AhUKhUCgGIZ9omuYTQqwDzMCC0PPrgOHAOGAysFAIQWifgiiMU6FQKBSKPkOJU4VCoVAo+p4GAE3TgkIIn9ZoABFE3psFsEHTtEOjNUCFQqFQKPoaldarUCgUCkX/YwuQKoQ4q0JaHQAAALNJREFUFEAIYRVCTIrymBQKhUKh6FWUOFUoFAqFop+haZoXOBv4mxBiDbAaOCyqg1IoFAqFopdRrWQUCoVCoVAoFAqFQhF1VORUoVAoFAqFQqFQKBRRR4lThUKhUCgUCoVCoVBEHSVOFQqFQqFQKBQKhUIRdZQ4VSgUCoVCoVAoFApF1FHiVKFQKBQKhUKhUCgUUUeJU4VCoVAoFAqFQqFQRB0lThUKhUKhUCgUCoVCEXX+H/x74dU6yuDiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "for label in labels:\n",
    "    X_train.loc[y_train == label, \"dim_0\"].iloc[0].plot(ax=ax, label=label)\n",
    "plt.legend()\n",
    "ax.set(title=\"Example time series\", xlabel=\"Time\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:44.322332Z",
     "iopub.status.busy": "2021-04-09T13:56:44.321868Z",
     "iopub.status.idle": "2021-04-09T13:56:44.553355Z",
     "shell.execute_reply": "2021-04-09T13:56:44.554240Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for label in labels[:2]:\n",
    "    fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "    for instance in X_train.loc[y_train == label, \"dim_0\"]:\n",
    "        ax.plot(instance)\n",
    "    ax.set(title=f\"Instances of {label}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn = make_pipeline(\n",
    "    Tabularizer(),\n",
    "    KNeighborsClassifier(n_neighbors=1, metric=\"euclidean\"))\n",
    "knn.fit(X_train, y_train)\n",
    "knn.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:44.558164Z",
     "iopub.status.busy": "2021-04-09T13:56:44.557702Z",
     "iopub.status.idle": "2021-04-09T13:56:45.066394Z",
     "shell.execute_reply": "2021-04-09T13:56:45.066886Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.classification.distance_based import KNeighborsTimeSeriesClassifier\n",
    "\n",
    "knn = KNeighborsTimeSeriesClassifier(n_neighbors=1, distance=\"dtw\")\n",
    "knn.fit(X_train, y_train)\n",
    "knn.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other classifiers\n",
    "To find out what other algorithms we have implemented in sktime, you can use our utility function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-04-09T13:56:45.070103Z",
     "iopub.status.busy": "2021-04-09T13:56:45.069641Z",
     "iopub.status.idle": "2021-04-09T13:56:45.613262Z",
     "shell.execute_reply": "2021-04-09T13:56:45.613729Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('BOSSEnsemble', sktime.classification.dictionary_based._boss.BOSSEnsemble),\n",
       " ('ColumnEnsembleClassifier',\n",
       "  sktime.classification.compose._column_ensemble.ColumnEnsembleClassifier),\n",
       " ('ComposableTimeSeriesForestClassifier',\n",
       "  sktime.classification.compose._ensemble.ComposableTimeSeriesForestClassifier),\n",
       " ('ContractableBOSS',\n",
       "  sktime.classification.dictionary_based._cboss.ContractableBOSS),\n",
       " ('ElasticEnsemble',\n",
       "  sktime.classification.distance_based._elastic_ensemble.ElasticEnsemble),\n",
       " ('HIVECOTEV1', sktime.classification.hybrid._hivecote_v1.HIVECOTEV1),\n",
       " ('IndividualBOSS',\n",
       "  sktime.classification.dictionary_based._boss.IndividualBOSS),\n",
       " ('IndividualTDE', sktime.classification.dictionary_based._tde.IndividualTDE),\n",
       " ('KNeighborsTimeSeriesClassifier',\n",
       "  sktime.classification.distance_based._time_series_neighbors.KNeighborsTimeSeriesClassifier),\n",
       " ('MUSE', sktime.classification.dictionary_based._muse.MUSE),\n",
       " ('MrSEQLClassifier',\n",
       "  sktime.classification.shapelet_based.mrseql.mrseql.MrSEQLClassifier),\n",
       " ('ProximityForest',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityForest),\n",
       " ('ProximityStump',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityStump),\n",
       " ('ProximityTree',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityTree),\n",
       " ('ROCKETClassifier',\n",
       "  sktime.classification.shapelet_based._rocket_classifier.ROCKETClassifier),\n",
       " ('RandomIntervalSpectralForest',\n",
       "  sktime.classification.interval_based._rise.RandomIntervalSpectralForest),\n",
       " ('ShapeDTW', sktime.classification.distance_based._shape_dtw.ShapeDTW),\n",
       " ('ShapeletTransformClassifier',\n",
       "  sktime.classification.shapelet_based._stc.ShapeletTransformClassifier),\n",
       " ('SupervisedTimeSeriesForest',\n",
       "  sktime.classification.interval_based._stsf.SupervisedTimeSeriesForest),\n",
       " ('TemporalDictionaryEnsemble',\n",
       "  sktime.classification.dictionary_based._tde.TemporalDictionaryEnsemble),\n",
       " ('TimeSeriesForestClassifier',\n",
       "  sktime.classification.interval_based._tsf.TimeSeriesForestClassifier),\n",
       " ('WEASEL', sktime.classification.dictionary_based._weasel.WEASEL)]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.utils import all_estimators\n",
    "\n",
    "all_estimators(estimator_types=\"classifier\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
